Dota2 is an online multiplayer game categorized as a MOBA. The complexities run deep in this 8 year old game and with constant updates and changes, there is no definite "best" way to play. Playstyle is determined by many factors such as desire to win, currenty meta, and even personality. While some play for fun, most play to win. With a health competetive scene, some players struggle to improve their rank and often lay the blame on their team members.
In this guide we will learn how to use the OpenDota API to gather statistics about matches and players. Furthermore, we will also perform lots of data wrangling to take a somewhat cluttered API return into clean and useful data.
What actually matters in Dota? Are you focusing on the wrong things? Rather than compare yourself to others, this guide focuses on finding which stats actually have an effect on your wins and losses.
A big thank you to our volunteer who allowed me to analyze their recent matches and use their account as a demo.
OpenDota is a website that provides its very own Dota API. While valve has one as well, we will be focusing on OpenDota for this guide.
Lets begin by installing and importing the necessary packages.
pip install requests
Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (2.25.1) Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests) (2.10) Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests) (4.0.0) Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.8/site-packages (from requests) (2020.12.5) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.8/site-packages (from requests) (1.26.2) Note: you may need to restart the kernel to use updated packages.
import requests
Here we make our first request to ensure the API is working.
re = requests.get("https://api.opendota.com/api/players/107567514/matches?api_key=e134eec0-7025-4c2a-9e4b-502796efc9ec")
print (re.json())
[{'match_id': 6326439621, 'player_slot': 0, 'radiant_win': False, 'duration': 1974, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 71, 'start_time': 1639778355, 'version': 21, 'kills': 3, 'deaths': 7, 'assists': 8, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6326376051, 'player_slot': 3, 'radiant_win': True, 'duration': 2258, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 90, 'start_time': 1639775421, 'version': 21, 'kills': 3, 'deaths': 7, 'assists': 12, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6326209566, 'player_slot': 131, 'radiant_win': True, 'duration': 1420, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 50, 'start_time': 1639768957, 'version': 21, 'kills': 0, 'deaths': 7, 'assists': 4, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6326109870, 'player_slot': 128, 'radiant_win': False, 'duration': 1532, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 135, 'start_time': 1639765482, 'version': 21, 'kills': 2, 'deaths': 2, 'assists': 9, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6326026400, 'player_slot': 0, 'radiant_win': True, 'duration': 1735, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 5, 'start_time': 1639762696, 'version': 21, 'kills': 3, 'deaths': 3, 'assists': 24, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6324430484, 'player_slot': 2, 'radiant_win': False, 'duration': 2931, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 12, 'start_time': 1639687676, 'version': 21, 'kills': 8, 'deaths': 6, 'assists': 4, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6320571107, 'player_slot': 130, 'radiant_win': True, 'duration': 2092, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 84, 'start_time': 1639516247, 'version': 21, 'kills': 1, 'deaths': 8, 'assists': 15, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6320512803, 'player_slot': 2, 'radiant_win': False, 'duration': 2160, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 57, 'start_time': 1639513709, 'version': 21, 'kills': 0, 'deaths': 7, 'assists': 10, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6320435798, 'player_slot': 2, 'radiant_win': True, 'duration': 2358, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 135, 'start_time': 1639510944, 'version': 21, 'kills': 3, 'deaths': 5, 'assists': 19, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6320307888, 'player_slot': 129, 'radiant_win': False, 'duration': 3403, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 113, 'start_time': 1639505438, 'version': None, 'kills': 9, 'deaths': 6, 'assists': 24, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6319176480, 'player_slot': 130, 'radiant_win': False, 'duration': 1719, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639433240, 'version': 21, 'kills': 6, 'deaths': 4, 'assists': 23, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6318006154, 'player_slot': 3, 'radiant_win': False, 'duration': 2004, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 91, 'start_time': 1639366261, 'version': 21, 'kills': 2, 'deaths': 3, 'assists': 6, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6317922352, 'player_slot': 3, 'radiant_win': False, 'duration': 2749, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 109, 'start_time': 1639357673, 'version': 21, 'kills': 0, 'deaths': 10, 'assists': 3, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6317904951, 'player_slot': 128, 'radiant_win': False, 'duration': 1603, 'game_mode': 22, 'lobby_type': 0, 'hero_id': 53, 'start_time': 1639355760, 'version': None, 'kills': 1, 'deaths': 3, 'assists': 16, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6317659146, 'player_slot': 3, 'radiant_win': True, 'duration': 2370, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 52, 'start_time': 1639337588, 'version': 21, 'kills': 2, 'deaths': 6, 'assists': 16, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6317610629, 'player_slot': 129, 'radiant_win': False, 'duration': 1953, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 135, 'start_time': 1639335218, 'version': 21, 'kills': 2, 'deaths': 4, 'assists': 23, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6317552298, 'player_slot': 3, 'radiant_win': True, 'duration': 2035, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639332538, 'version': None, 'kills': 8, 'deaths': 5, 'assists': 19, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6317502463, 'player_slot': 129, 'radiant_win': False, 'duration': 1619, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 135, 'start_time': 1639330333, 'version': None, 'kills': 4, 'deaths': 1, 'assists': 22, 'skill': 2, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6315953478, 'player_slot': 4, 'radiant_win': True, 'duration': 2152, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 52, 'start_time': 1639250426, 'version': None, 'kills': 3, 'deaths': 9, 'assists': 16, 'skill': 1, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6315896825, 'player_slot': 1, 'radiant_win': True, 'duration': 1974, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 52, 'start_time': 1639247936, 'version': None, 'kills': 4, 'deaths': 5, 'assists': 14, 'skill': 1, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6315847282, 'player_slot': 3, 'radiant_win': True, 'duration': 1669, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 3, 'start_time': 1639245841, 'version': 21, 'kills': 2, 'deaths': 4, 'assists': 13, 'skill': 1, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6314685604, 'player_slot': 3, 'radiant_win': False, 'duration': 1887, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639191729, 'version': 21, 'kills': 2, 'deaths': 7, 'assists': 5, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6314476743, 'player_slot': 130, 'radiant_win': True, 'duration': 2062, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639173453, 'version': None, 'kills': 2, 'deaths': 6, 'assists': 8, 'skill': 3, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6314363481, 'player_slot': 2, 'radiant_win': False, 'duration': 1977, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 135, 'start_time': 1639166551, 'version': 21, 'kills': 1, 'deaths': 8, 'assists': 16, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6314289117, 'player_slot': 4, 'radiant_win': False, 'duration': 2463, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1639163008, 'version': 21, 'kills': 3, 'deaths': 12, 'assists': 7, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6313214936, 'player_slot': 3, 'radiant_win': True, 'duration': 2476, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639106781, 'version': 21, 'kills': 3, 'deaths': 8, 'assists': 24, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6313183774, 'player_slot': 129, 'radiant_win': False, 'duration': 2491, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639103825, 'version': 21, 'kills': 8, 'deaths': 6, 'assists': 25, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6312803186, 'player_slot': 4, 'radiant_win': True, 'duration': 2170, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639074556, 'version': None, 'kills': 4, 'deaths': 3, 'assists': 28, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6311811065, 'player_slot': 129, 'radiant_win': True, 'duration': 3115, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 14, 'start_time': 1639018536, 'version': 21, 'kills': 2, 'deaths': 11, 'assists': 8, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6311782526, 'player_slot': 3, 'radiant_win': True, 'duration': 2235, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 3, 'start_time': 1639015756, 'version': 21, 'kills': 2, 'deaths': 4, 'assists': 5, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6311752260, 'player_slot': 131, 'radiant_win': True, 'duration': 2695, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639012606, 'version': 21, 'kills': 7, 'deaths': 11, 'assists': 20, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6311723125, 'player_slot': 1, 'radiant_win': True, 'duration': 2493, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 3, 'start_time': 1639009395, 'version': 21, 'kills': 0, 'deaths': 6, 'assists': 18, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6311700927, 'player_slot': 1, 'radiant_win': True, 'duration': 2036, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1639006951, 'version': 21, 'kills': 9, 'deaths': 6, 'assists': 22, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6311393671, 'player_slot': 0, 'radiant_win': False, 'duration': 1949, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638987061, 'version': None, 'kills': 5, 'deaths': 9, 'assists': 8, 'skill': 3, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6310365082, 'player_slot': 128, 'radiant_win': True, 'duration': 2046, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638927511, 'version': None, 'kills': 1, 'deaths': 7, 'assists': 7, 'skill': 3, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6310324391, 'player_slot': 3, 'radiant_win': True, 'duration': 2612, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638923008, 'version': None, 'kills': 3, 'deaths': 4, 'assists': 18, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6310222562, 'player_slot': 128, 'radiant_win': False, 'duration': 2451, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1638913517, 'version': None, 'kills': 3, 'deaths': 5, 'assists': 32, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6310040859, 'player_slot': 129, 'radiant_win': True, 'duration': 3444, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638902694, 'version': None, 'kills': 4, 'deaths': 9, 'assists': 20, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6309031221, 'player_slot': 132, 'radiant_win': False, 'duration': 1557, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 121, 'start_time': 1638846219, 'version': 21, 'kills': 0, 'deaths': 2, 'assists': 13, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6308955645, 'player_slot': 129, 'radiant_win': False, 'duration': 2712, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638838539, 'version': 21, 'kills': 7, 'deaths': 9, 'assists': 26, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6308932263, 'player_slot': 1, 'radiant_win': True, 'duration': 2103, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 84, 'start_time': 1638835874, 'version': 21, 'kills': 4, 'deaths': 3, 'assists': 25, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6308858635, 'player_slot': 1, 'radiant_win': False, 'duration': 2552, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 135, 'start_time': 1638828600, 'version': 21, 'kills': 9, 'deaths': 10, 'assists': 12, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6308835871, 'player_slot': 1, 'radiant_win': True, 'duration': 1373, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638826777, 'version': 21, 'kills': 6, 'deaths': 2, 'assists': 14, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6308781583, 'player_slot': 130, 'radiant_win': True, 'duration': 2756, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 71, 'start_time': 1638822719, 'version': 21, 'kills': 7, 'deaths': 11, 'assists': 26, 'skill': 3, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6308714074, 'player_slot': 2, 'radiant_win': False, 'duration': 3240, 'game_mode': 3, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638818933, 'version': 21, 'kills': 3, 'deaths': 8, 'assists': 12, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307646744, 'player_slot': 2, 'radiant_win': True, 'duration': 4007, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 84, 'start_time': 1638759688, 'version': 21, 'kills': 9, 'deaths': 9, 'assists': 31, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307616734, 'player_slot': 4, 'radiant_win': True, 'duration': 1931, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638756733, 'version': 21, 'kills': 4, 'deaths': 3, 'assists': 24, 'skill': 3, 'leaver_status': 0, 'party_size': 2}, {'match_id': 6307571905, 'player_slot': 131, 'radiant_win': False, 'duration': 4170, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 136, 'start_time': 1638752046, 'version': 21, 'kills': 4, 'deaths': 14, 'assists': 25, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307540786, 'player_slot': 3, 'radiant_win': False, 'duration': 2687, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 31, 'start_time': 1638748679, 'version': 21, 'kills': 5, 'deaths': 13, 'assists': 18, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307399632, 'player_slot': 2, 'radiant_win': False, 'duration': 3135, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 26, 'start_time': 1638737433, 'version': 21, 'kills': 2, 'deaths': 16, 'assists': 13, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307330579, 'player_slot': 129, 'radiant_win': False, 'duration': 2770, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 26, 'start_time': 1638733616, 'version': 21, 'kills': 4, 'deaths': 7, 'assists': 13, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307277903, 'player_slot': 3, 'radiant_win': True, 'duration': 2039, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638731001, 'version': 21, 'kills': 6, 'deaths': 4, 'assists': 20, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307229660, 'player_slot': 131, 'radiant_win': False, 'duration': 1879, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 128, 'start_time': 1638728715, 'version': 21, 'kills': 4, 'deaths': 4, 'assists': 15, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6307186100, 'player_slot': 131, 'radiant_win': True, 'duration': 1448, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 128, 'start_time': 1638726792, 'version': 21, 'kills': 6, 'deaths': 3, 'assists': 4, 'skill': 2, 'leaver_status': 0, 'party_size': 3}, {'match_id': 6306032095, 'player_slot': 2, 'radiant_win': False, 'duration': 1946, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 60, 'start_time': 1638675872, 'version': None, 'kills': 3, 'deaths': 5, 'assists': 10, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305925394, 'player_slot': 3, 'radiant_win': True, 'duration': 2791, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 50, 'start_time': 1638667280, 'version': None, 'kills': 1, 'deaths': 11, 'assists': 26, 'skill': 3, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305901388, 'player_slot': 129, 'radiant_win': True, 'duration': 1883, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638665031, 'version': None, 'kills': 3, 'deaths': 7, 'assists': 4, 'skill': 1, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305878028, 'player_slot': 130, 'radiant_win': True, 'duration': 1610, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 60, 'start_time': 1638662852, 'version': 21, 'kills': 2, 'deaths': 7, 'assists': 3, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305841507, 'player_slot': 131, 'radiant_win': False, 'duration': 2660, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 64, 'start_time': 1638659777, 'version': None, 'kills': 2, 'deaths': 11, 'assists': 13, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305746018, 'player_slot': 0, 'radiant_win': False, 'duration': 2274, 'game_mode': 22, 'lobby_type': 7, 'hero_id': 84, 'start_time': 1638653511, 'version': None, 'kills': 1, 'deaths': 5, 'assists': 12, 'skill': 2, 'leaver_status': 0, 'party_size': 1}, {'match_id': 6305695722, 'player_slot': 1, 'radiant_win': False, 'duration': 1973, 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'hero_id': 15, 'start_time': 1428783758, 'version': None, 'kills': 8, 'deaths': 5, 'assists': 13, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1391039939, 'player_slot': 3, 'radiant_win': False, 'duration': 2927, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 98, 'start_time': 1428764016, 'version': None, 'kills': 4, 'deaths': 11, 'assists': 14, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1390941844, 'player_slot': 1, 'radiant_win': False, 'duration': 1719, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 98, 'start_time': 1428761909, 'version': None, 'kills': 1, 'deaths': 10, 'assists': 6, 'skill': None, 'leaver_status': 3, 'party_size': None}, {'match_id': 1389461874, 'player_slot': 0, 'radiant_win': True, 'duration': 2903, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 20, 'start_time': 1428722010, 'version': None, 'kills': 3, 'deaths': 13, 'assists': 9, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1389282877, 'player_slot': 128, 'radiant_win': True, 'duration': 2254, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 20, 'start_time': 1428712842, 'version': None, 'kills': 10, 'deaths': 10, 'assists': 4, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1386754917, 'player_slot': 4, 'radiant_win': True, 'duration': 1971, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 20, 'start_time': 1428619737, 'version': None, 'kills': 9, 'deaths': 3, 'assists': 12, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1386610675, 'player_slot': 129, 'radiant_win': False, 'duration': 3543, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 76, 'start_time': 1428610842, 'version': None, 'kills': 4, 'deaths': 18, 'assists': 9, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1384567653, 'player_slot': 130, 'radiant_win': False, 'duration': 2299, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 57, 'start_time': 1428537532, 'version': None, 'kills': 1, 'deaths': 11, 'assists': 7, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1384363810, 'player_slot': 1, 'radiant_win': True, 'duration': 2479, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 76, 'start_time': 1428523735, 'version': None, 'kills': 3, 'deaths': 8, 'assists': 11, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1382392602, 'player_slot': 2, 'radiant_win': False, 'duration': 1830, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 76, 'start_time': 1428454902, 'version': None, 'kills': 0, 'deaths': 11, 'assists': 3, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1380142795, 'player_slot': 128, 'radiant_win': False, 'duration': 1780, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 112, 'start_time': 1428367062, 'version': None, 'kills': 2, 'deaths': 9, 'assists': 8, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1377278956, 'player_slot': 130, 'radiant_win': False, 'duration': 1874, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 57, 'start_time': 1428257002, 'version': None, 'kills': 3, 'deaths': 3, 'assists': 13, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1330453219, 'player_slot': 129, 'radiant_win': True, 'duration': 3824, 'game_mode': 12, 'lobby_type': 0, 'hero_id': 13, 'start_time': 1426717667, 'version': None, 'kills': 9, 'deaths': 15, 'assists': 11, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1328124412, 'player_slot': 4, 'radiant_win': False, 'duration': 2998, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 110, 'start_time': 1426630323, 'version': None, 'kills': 5, 'deaths': 18, 'assists': 13, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1325959176, 'player_slot': 3, 'radiant_win': True, 'duration': 1788, 'game_mode': 12, 'lobby_type': 0, 'hero_id': 13, 'start_time': 1426552890, 'version': None, 'kills': 4, 'deaths': 3, 'assists': 20, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1087186994, 'player_slot': 2, 'radiant_win': False, 'duration': 2023, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 95, 'start_time': 1418433710, 'version': None, 'kills': 2, 'deaths': 8, 'assists': 4, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 1083027073, 'player_slot': 131, 'radiant_win': False, 'duration': 3371, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 41, 'start_time': 1418257553, 'version': None, 'kills': 6, 'deaths': 7, 'assists': 14, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 767696354, 'player_slot': 130, 'radiant_win': True, 'duration': 2596, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 15, 'start_time': 1404957878, 'version': None, 'kills': 1, 'deaths': 9, 'assists': 8, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 766045721, 'player_slot': 2, 'radiant_win': True, 'duration': 2558, 'game_mode': 5, 'lobby_type': 0, 'hero_id': 28, 'start_time': 1404871606, 'version': None, 'kills': 1, 'deaths': 6, 'assists': 2, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 756233080, 'player_slot': 2, 'radiant_win': True, 'duration': 1779, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 9, 'start_time': 1404404307, 'version': None, 'kills': 0, 'deaths': 6, 'assists': 2, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 754879553, 'player_slot': 132, 'radiant_win': True, 'duration': 1780, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 18, 'start_time': 1404336730, 'version': None, 'kills': 4, 'deaths': 10, 'assists': 5, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 754488941, 'player_slot': 132, 'radiant_win': True, 'duration': 2377, 'game_mode': 4, 'lobby_type': 0, 'hero_id': 102, 'start_time': 1404319790, 'version': None, 'kills': 2, 'deaths': 10, 'assists': 9, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 586048378, 'player_slot': 1, 'radiant_win': True, 'duration': 2290, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 14, 'start_time': 1396125822, 'version': None, 'kills': 8, 'deaths': 13, 'assists': 8, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 435975181, 'player_slot': 4, 'radiant_win': False, 'duration': 1807, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387737009, 'version': None, 'kills': 0, 'deaths': 9, 'assists': 4, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 432759615, 'player_slot': 3, 'radiant_win': False, 'duration': 2392, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387576339, 'version': None, 'kills': 9, 'deaths': 8, 'assists': 10, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 432694829, 'player_slot': 132, 'radiant_win': True, 'duration': 3129, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387572467, 'version': None, 'kills': 5, 'deaths': 17, 'assists': 13, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 431350193, 'player_slot': 1, 'radiant_win': False, 'duration': 1725, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387494247, 'version': None, 'kills': 6, 'deaths': 14, 'assists': 5, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 431288888, 'player_slot': 0, 'radiant_win': False, 'duration': 3848, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387488869, 'version': None, 'kills': 14, 'deaths': 13, 'assists': 7, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 429998694, 'player_slot': 4, 'radiant_win': False, 'duration': 2816, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 14, 'start_time': 1387408650, 'version': None, 'kills': 3, 'deaths': 17, 'assists': 7, 'skill': None, 'leaver_status': 1, 'party_size': None}, {'match_id': 429956825, 'player_slot': 1, 'radiant_win': True, 'duration': 2473, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 42, 'start_time': 1387404706, 'version': None, 'kills': 3, 'deaths': 5, 'assists': 8, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 429917919, 'player_slot': 1, 'radiant_win': False, 'duration': 2616, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 6, 'start_time': 1387401697, 'version': None, 'kills': 4, 'deaths': 16, 'assists': 11, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 423710538, 'player_slot': 131, 'radiant_win': True, 'duration': 1731, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 16, 'start_time': 1387074779, 'version': None, 'kills': 0, 'deaths': 12, 'assists': 3, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 423672586, 'player_slot': 3, 'radiant_win': False, 'duration': 1973, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 19, 'start_time': 1387072411, 'version': None, 'kills': 0, 'deaths': 15, 'assists': 0, 'skill': None, 'leaver_status': 0, 'party_size': None}, {'match_id': 422922745, 'player_slot': 132, 'radiant_win': False, 'duration': 2082, 'game_mode': 1, 'lobby_type': 0, 'hero_id': 16, 'start_time': 1387039395, 'version': None, 'kills': 5, 'deaths': 12, 'assists': 9, 'skill': None, 'leaver_status': 0, 'party_size': None}]
Then we proceed to save the data and import it into a Pandas Dataframe
import json
with open('data.txt', 'w') as outfile:
json.dump(re.json(), outfile)
import pandas as pd
allmatchdf = pd.read_json(json.dumps(re.json()))
allmatchdf
| match_id | player_slot | radiant_win | duration | game_mode | lobby_type | hero_id | start_time | version | kills | deaths | assists | skill | leaver_status | party_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6326439621 | 0 | False | 1974 | 22 | 0 | 71 | 2021-12-17 21:59:15 | 21.0 | 3 | 7 | 8 | 3.0 | 0 | 2.0 |
| 1 | 6326376051 | 3 | True | 2258 | 22 | 0 | 90 | 2021-12-17 21:10:21 | 21.0 | 3 | 7 | 12 | 3.0 | 0 | 2.0 |
| 2 | 6326209566 | 131 | True | 1420 | 22 | 0 | 50 | 2021-12-17 19:22:37 | 21.0 | 0 | 7 | 4 | 3.0 | 0 | 2.0 |
| 3 | 6326109870 | 128 | False | 1532 | 22 | 0 | 135 | 2021-12-17 18:24:42 | 21.0 | 2 | 2 | 9 | 3.0 | 0 | 2.0 |
| 4 | 6326026400 | 0 | True | 1735 | 22 | 0 | 5 | 2021-12-17 17:38:16 | 21.0 | 3 | 3 | 24 | 3.0 | 0 | 2.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 5652 | 429956825 | 1 | True | 2473 | 1 | 0 | 42 | 2013-12-18 22:11:46 | NaN | 3 | 5 | 8 | NaN | 0 | NaN |
| 5653 | 429917919 | 1 | False | 2616 | 1 | 0 | 6 | 2013-12-18 21:21:37 | NaN | 4 | 16 | 11 | NaN | 0 | NaN |
| 5654 | 423710538 | 131 | True | 1731 | 1 | 0 | 16 | 2013-12-15 02:32:59 | NaN | 0 | 12 | 3 | NaN | 0 | NaN |
| 5655 | 423672586 | 3 | False | 1973 | 1 | 0 | 19 | 2013-12-15 01:53:31 | NaN | 0 | 15 | 0 | NaN | 0 | NaN |
| 5656 | 422922745 | 132 | False | 2082 | 1 | 0 | 16 | 2013-12-14 16:43:15 | NaN | 5 | 12 | 9 | NaN | 0 | NaN |
5657 rows × 15 columns
Immediately we see some issues with our Dataset. Lots of the older matches have FAR less data and honestly won't provide much insight anyway as it was 8 years ago as well. We will begin by simply performing a dropna to remove all NaN points.
allmatchdf = allmatchdf.dropna()
For some reason, there is no team indication other than an 8 bit number. This will be annoying to constantly convert so lets make it easier for ourselves.
for index, row in allmatchdf.iterrows():
if row['player_slot'] >= 128:
allmatchdf.loc[index,'team'] = "dire"
else:
allmatchdf.loc[index,'team'] = "radiant"
/opt/conda/lib/python3.8/site-packages/pandas/core/indexing.py:1596: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self.obj[key] = _infer_fill_value(value) /opt/conda/lib/python3.8/site-packages/pandas/core/indexing.py:1763: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy isetter(loc, value)
Additionally, lets bring in a win/loss value
for index, row in allmatchdf.iterrows():
if row.loc['radiant_win'] == True and row.loc['team'] == "radiant":
allmatchdf.at[index,'result'] = "win"
elif row.loc['radiant_win'] == False and row.loc['team'] == "dire":
allmatchdf.at[index,'result'] = "win"
else:
allmatchdf.at[index,'result'] = "loss"
winsdf = allmatchdf.loc[(allmatchdf['result'] == "win")]
lossdf = allmatchdf.loc[(allmatchdf['result'] == "loss")]
totalmatches = allmatchdf.count()[0]
allmatchdf
| match_id | player_slot | radiant_win | duration | game_mode | lobby_type | hero_id | start_time | version | kills | deaths | assists | skill | leaver_status | party_size | team | result | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6326439621 | 0 | False | 1974 | 22 | 0 | 71 | 2021-12-17 21:59:15 | 21.0 | 3 | 7 | 8 | 3.0 | 0 | 2.0 | radiant | loss |
| 1 | 6326376051 | 3 | True | 2258 | 22 | 0 | 90 | 2021-12-17 21:10:21 | 21.0 | 3 | 7 | 12 | 3.0 | 0 | 2.0 | radiant | win |
| 2 | 6326209566 | 131 | True | 1420 | 22 | 0 | 50 | 2021-12-17 19:22:37 | 21.0 | 0 | 7 | 4 | 3.0 | 0 | 2.0 | dire | loss |
| 3 | 6326109870 | 128 | False | 1532 | 22 | 0 | 135 | 2021-12-17 18:24:42 | 21.0 | 2 | 2 | 9 | 3.0 | 0 | 2.0 | dire | win |
| 4 | 6326026400 | 0 | True | 1735 | 22 | 0 | 5 | 2021-12-17 17:38:16 | 21.0 | 3 | 3 | 24 | 3.0 | 0 | 2.0 | radiant | win |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 3487 | 3350509542 | 1 | False | 2517 | 4 | 0 | 103 | 2017-08-01 21:35:24 | 20.0 | 3 | 11 | 7 | 1.0 | 0 | 3.0 | radiant | loss |
| 3488 | 3350469605 | 2 | True | 1834 | 4 | 0 | 71 | 2017-08-01 20:54:30 | 20.0 | 8 | 4 | 29 | 1.0 | 0 | 4.0 | radiant | win |
| 3489 | 3350237823 | 129 | False | 1929 | 4 | 0 | 28 | 2017-08-01 17:41:07 | 20.0 | 13 | 5 | 23 | 1.0 | 0 | 5.0 | dire | win |
| 3490 | 3346568101 | 0 | False | 1238 | 4 | 0 | 60 | 2017-07-30 20:03:21 | 20.0 | 2 | 2 | 0 | 1.0 | 0 | 1.0 | radiant | loss |
| 3491 | 3346522660 | 0 | False | 1729 | 4 | 0 | 45 | 2017-07-30 19:27:59 | 20.0 | 4 | 8 | 6 | 1.0 | 0 | 1.0 | radiant | loss |
1522 rows × 17 columns
Lets start off with something super simple just to get a feel for how our data works/looks. It would not be fun if we setup a complex model only to realize something is wrong.
Lets purely analyze winrate based off of your party size.
#Solo winrate
solowr = winsdf.loc[(winsdf['party_size'] == 1.0)].count()[0] / allmatchdf.loc[(allmatchdf['party_size'] == 1.0)].count()[0]
#Duo winrate
duowr = winsdf.loc[(winsdf['party_size'] == 2.0)].count()[0] / allmatchdf.loc[(allmatchdf['party_size'] == 2.0)].count()[0]
#Trio winrate
triowr = winsdf.loc[(winsdf['party_size'] == 3.0)].count()[0] / allmatchdf.loc[(allmatchdf['party_size'] == 3.0)].count()[0]
#Quad winrate
quadwr = winsdf.loc[(winsdf['party_size'] == 4.0)].count()[0] / allmatchdf.loc[(allmatchdf['party_size'] == 4.0)].count()[0]
#5stack winrate
fivewr = winsdf.loc[(winsdf['party_size'] == 5.0)].count()[0] / allmatchdf.loc[(allmatchdf['party_size'] == 5.0)].count()[0]
from matplotlib import pyplot as plt
size = [1,2,3,4,5]
wr = [solowr,duowr,triowr,quadwr,fivewr]
plt.plot(size,wr)
plt.show()
5 Stacks are clearly an outlier, but apparently a high outlier. Lets remove 4 and 5 and take a look at more normal matches.
size = [1,2,3]
wr = [solowr,duowr,triowr]
plt.plot(size,wr)
plt.show()
While the difference is small, is is noticeabe, solo queuing has almost a 3% advantage over trio queuing.
We're really only given so much data from this request. Fortunately, we have another api call that requests a Match ID, and returns large amounts of data and an entire array of all players in the game. The work we've done so far is still helpful because the new json returns in the form of sub array of player positions which we now already have.
Unfortunately, the API has been giving me lots of issues lately with being abnormally slow and returning quite a few errors. For this reason we only take a random sample of 100 matches. Feel free in your project to use as many data points as you want, the more the merrier.
Also the free version of the API only allows 60 calls a minute, so I went ahead and purchased an API key allowing 1500 calls a minute for easier testing/debugging of this tutorial. The key you see will no longer work as I have reset mine after posting this tutorial.
responses = []
for index, row in allmatchdf.sample(n=100).iterrows():
url = "https://api.opendota.com/api/matches/" + str(row['match_id'])+"?api_key=e134eec0-7025-4c2a-9e4b-502796efc9ec"
re = requests.get(url)
if re.status_code == 200:
responses.append(re.json())
from io import StringIO
temp = json.dumps(responses)
newdf = pd.read_json(StringIO(temp))
newdf
| match_id | barracks_status_dire | barracks_status_radiant | chat | cluster | cosmetics | dire_score | dire_team_id | draft_timings | duration | ... | players | patch | region | all_word_counts | my_word_counts | comeback | stomp | replay_url | throw | loss | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6263730714 | 63 | 0 | [{'time': -41, 'type': 'chat', 'key': 'grandma... | 123 | {'647': 129, '4794': 3, '5531': 130, '7396': 4... | 31 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 2395 | ... | [{'match_id': 6263730714, 'player_slot': 0, 'a... | 49 | 2 | {'grandmaster': 1, 'spirit': 2, 'breaker': 2, ... | {} | 1143.0 | 23555.0 | http://replay123.valve.net/570/6263730714_1218... | NaN | NaN |
| 1 | 3832919429 | 0 | 51 | [{'time': -71, 'type': 'chat', 'unit': 'frick'... | 122 | {'647': 1, '4999': 131, '5000': 131, '5001': 1... | 55 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 3987 | ... | [{'match_id': 3832919429, 'player_slot': 0, 'a... | 32 | 2 | {'sorry': 3, 'im': 4, 'esperne': 1, 'lag': 3, ... | {} | NaN | NaN | NaN | 30573.0 | 11028.0 |
| 2 | 5959711691 | 48 | 63 | [{'time': 140, 'type': 'chatwheel', 'key': '71... | 123 | {'647': 132, '4442': 4, '4484': 0, '4911': 128... | 18 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 2148 | ... | [{'match_id': 5959711691, 'player_slot': 0, 'a... | 48 | 2 | {'good': 1, 'job': 1, 'mid': 1, 'you': 1, 'got... | {} | NaN | NaN | http://replay123.valve.net/570/5959711691_1778... | 6316.0 | 9234.0 |
| 3 | 3389020979 | 0 | 63 | [{'time': 1128, 'type': 'chat', 'unit': '5580I... | 122 | {'4041': 2, '5354': 1, '5617': 131, '5618': 13... | 25 | NaN | None | 2004 | ... | [{'match_id': 3389020979, 'player_slot': 0, 'a... | 25 | 2 | {'ayuda': 1, 'gg': 3, 'gwp': 1} | {} | NaN | NaN | NaN | 33.0 | 20033.0 |
| 4 | 5640143957 | 63 | 3 | [{'time': -62, 'type': 'chatwheel', 'key': '7'... | 111 | {'630': 128, '4637': 0, '4686': 2, '4687': 2, ... | 37 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 2357 | ... | [{'match_id': 5640143957, 'player_slot': 0, 'a... | 46 | 1 | {'haha': 2, 'just': 3, 'coime': 1, 'iwthus': 1... | {} | 7488.0 | 15705.0 | http://replay111.valve.net/570/5640143957_1278... | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 87 | 4997413159 | 51 | 0 | [{'time': -225, 'type': 'chat', 'unit': 'Sorno... | 122 | {'647': 129, '4644': 0, '4647': 0, '5915': 130... | 41 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 3462 | ... | [{'match_id': 4997413159, 'player_slot': 0, 'a... | 41 | 2 | {'you': 33, 'fucking': 9, 'faggot': 3, 'ni': 4... | {} | 763.0 | 28393.0 | NaN | NaN | NaN |
| 88 | 5816989560 | 0 | 63 | [{'time': -74, 'type': 'chat', 'unit': 'Dota-D... | 122 | {'602': 131, '4683': 128, '4684': 128, '4812':... | 24 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 3025 | ... | [{'match_id': 5816989560, 'player_slot': 0, 'a... | 47 | 2 | {'nice': 1, 'boosting': 1, 'services': 1, 'lol... | {} | NaN | NaN | http://replay122.valve.net/570/5816989560_4136... | 3971.0 | 14257.0 |
| 89 | 5347573529 | 51 | 63 | [{'time': -84, 'type': 'chatwheel', 'key': '7'... | 111 | {'602': 129, '647': 132, '4412': 0, '4416': 0,... | 43 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 3278 | ... | [{'match_id': 5347573529, 'player_slot': 0, 'a... | 44 | 1 | {'c': 1, 'patience': 1, 'misclick': 1, 'lol': ... | {} | NaN | NaN | http://replay111.valve.net/570/5347573529_1022... | 13202.0 | 273.0 |
| 90 | 5849386592 | 3 | 63 | [{'time': -64, 'type': 'chatwheel', 'key': '11... | 122 | {'647': 131, '4961': 131, '7103': 128, '7104':... | 11 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 1601 | ... | [{'match_id': 5849386592, 'player_slot': 0, 'a... | 47 | 2 | {'gg': 3, 'wp': 1, 'ggpw': 1, 'ggwp': 1, 'so':... | {} | NaN | NaN | http://replay122.valve.net/570/5849386592_2384... | 0.0 | 26849.0 |
| 91 | 5352300834 | 63 | 48 | [{'time': -62, 'type': 'chat', 'unit': 'fricki... | 123 | {'647': 2, '5017': 2, '5018': 2, '7113': 0, '7... | 54 | NaN | [{'order': 1, 'pick': False, 'active_team': 2,... | 1627 | ... | [{'match_id': 5352300834, 'player_slot': 0, 'a... | 44 | 2 | {'you': 1, 'have': 1, 'met': 1, 'your': 1, 'ma... | {} | 0.0 | 15311.0 | http://replay123.valve.net/570/5352300834_1672... | NaN | NaN |
92 rows × 45 columns
We are now almost where we were previously. Lets extract the data for our player in question.
Since we're just looking at our one player we need to extract all the information from his respective player position/category
newdf.at[0,'players']
[{'match_id': 6263730714,
'player_slot': 0,
'ability_targets': {},
'ability_upgrades_arr': [5525,
5526,
5526,
5525,
5526,
5527,
5524,
5526,
5525,
5959,
5525,
5527,
5524,
5524,
5949,
5524,
5527,
6951],
'ability_uses': {'shredder_timber_chain': 101,
'shredder_whirling_death': 57,
'shredder_chakram': 66,
'shredder_return_chakram': 106},
'account_id': 158244096,
'actions': {'1': 11738,
'2': 28,
'3': 16,
'4': 1786,
'5': 207,
'6': 1,
'7': 14,
'8': 312,
'10': 145,
'11': 15,
'14': 5,
'15': 7,
'16': 28,
'17': 3,
'19': 16,
'23': 1,
'37': 3,
'38': 2},
'additional_units': None,
'assists': 4,
'backpack_0': 0,
'backpack_1': 0,
'backpack_2': 0,
'backpack_3': None,
'buyback_log': [{'time': 2227,
'slot': 0,
'type': 'buyback_log',
'player_slot': 0}],
'camps_stacked': 0,
'connection_log': [],
'creeps_stacked': 0,
'damage': {'npc_dota_hero_bane': 4717,
'npc_dota_creep_badguys_melee': 57175,
'npc_dota_creep_goodguys_melee': 445,
'npc_dota_creep_badguys_ranged': 13011,
'npc_dota_neutral_satyr_soulstealer': 1473,
'npc_dota_neutral_satyr_trickster': 1230,
'npc_dota_neutral_satyr_hellcaller': 504,
'npc_dota_hero_antimage': 10187,
'npc_dota_creep_goodguys_ranged': 197,
'npc_dota_dark_troll_warlord_skeleton_warrior': 480,
'npc_dota_neutral_dark_troll_warlord': 1446,
'npc_dota_hero_spirit_breaker': 4006,
'npc_dota_badguys_siege': 5484,
'npc_dota_sentry_wards': 150,
'npc_dota_hero_abyssal_underlord': 6300,
'npc_dota_hero_necrolyte': 9034,
'npc_dota_badguys_tower1_mid': 211,
'npc_dota_neutral_gnoll_assassin': 1170,
'npc_dota_neutral_mud_golem': 315,
'npc_dota_badguys_tower1_bot': 29,
'npc_dota_neutral_dark_troll': 1174,
'illusion_npc_dota_hero_antimage': 10351,
'npc_dota_neutral_fel_beast': 962,
'npc_dota_neutral_ghost': 670,
'npc_dota_neutral_rock_golem': 2448,
'npc_dota_neutral_granite_golem': 1976,
'npc_dota_creep_badguys_melee_upgraded': 2858,
'illusion_npc_dota_hero_necrolyte': 1716},
'damage_inflictor': {'shredder_timber_chain': 10910,
'null': 1915,
'shredder_whirling_death': 7769,
'shredder_chakram': 13650},
'damage_inflictor_received': {'null': 12671,
'bane_brain_sap': 1275,
'orb_of_venom': 81,
'spirit_breaker_greater_bash': 1416,
'bane_nightmare': 915,
'antimage_mana_void': 2529,
'abyssal_underlord_firestorm': 5502,
'bane_fiends_grip': 440,
'chipped_vest': 6,
'necrolyte_heartstopper_aura': 4443,
'necrolyte_death_pulse': 3916,
'bfury': 279,
'cloak_of_flames': 334,
'paintball': 52,
'spirit_breaker_nether_strike': 250,
'necrolyte_reapers_scythe': 186,
'gungir': 145},
'damage_taken': {'npc_dota_hero_bane': 3611,
'npc_dota_creep_badguys_melee': 1742,
'npc_dota_hero_antimage': 11606,
'npc_dota_creep_badguys_ranged': 978,
'npc_dota_neutral_satyr_hellcaller': 22,
'npc_dota_dark_troll_warlord_skeleton_warrior': 70,
'npc_dota_neutral_dark_troll_warlord': 115,
'npc_dota_hero_spirit_breaker': 2437,
'npc_dota_badguys_siege': 83,
'npc_dota_badguys_tower1_top': 2120,
'npc_dota_hero_abyssal_underlord': 6886,
'npc_dota_neutral_harpy_storm': 9,
'npc_dota_neutral_harpy_scout': 10,
'npc_dota_badguys_tower2_top': 663,
'npc_dota_hero_necrolyte': 9900,
'npc_dota_badguys_tower1_mid': 532,
'npc_dota_neutral_gnoll_assassin': 57,
'dota_unknown': 2,
'npc_dota_neutral_mud_golem': 26,
'npc_dota_badguys_tower1_bot': 109,
'npc_dota_neutral_dark_troll': 23,
'npc_dota_neutral_rock_golem': 5,
'npc_dota_neutral_granite_golem': 150,
'npc_dota_creep_badguys_melee_upgraded': 197,
'npc_dota_creep_badguys_ranged_upgraded': 51},
'damage_targets': {'shredder_timber_chain': {'npc_dota_hero_bane': 1603,
'npc_dota_hero_antimage': 3314,
'npc_dota_hero_spirit_breaker': 1777,
'npc_dota_hero_abyssal_underlord': 1310,
'npc_dota_hero_necrolyte': 2906},
'null': {'npc_dota_hero_bane': 440,
'npc_dota_hero_antimage': 809,
'npc_dota_hero_spirit_breaker': 121,
'npc_dota_hero_abyssal_underlord': 245,
'npc_dota_hero_necrolyte': 300},
'shredder_whirling_death': {'npc_dota_hero_abyssal_underlord': 1430,
'npc_dota_hero_antimage': 2534,
'npc_dota_hero_bane': 1061,
'npc_dota_hero_necrolyte': 1894,
'npc_dota_hero_spirit_breaker': 850},
'shredder_chakram': {'npc_dota_hero_abyssal_underlord': 3315,
'npc_dota_hero_antimage': 3530,
'npc_dota_hero_necrolyte': 3934,
'npc_dota_hero_spirit_breaker': 1258,
'npc_dota_hero_bane': 1613}},
'deaths': 8,
'denies': 7,
'dn_t': [0,
0,
2,
2,
5,
5,
6,
6,
6,
6,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7,
7],
'firstblood_claimed': 0,
'gold': 1179,
'gold_per_min': 415,
'gold_reasons': {'0': 600,
'1': -1974,
'6': 115,
'11': 270,
'12': 3099,
'13': 7336,
'14': 557,
'17': 1006},
'gold_spent': 13150,
'gold_t': [0,
219,
443,
606,
993,
1319,
1552,
1816,
2162,
2729,
3059,
3543,
3838,
4339,
4445,
5105,
5583,
6063,
6528,
6913,
7678,
8068,
8737,
9079,
9469,
9653,
10123,
10703,
11235,
11715,
11946,
12846,
12958,
13070,
13524,
14292,
15878,
16253,
16365,
16477],
'hero_damage': 34244,
'hero_healing': 0,
'hero_hits': {'shredder_timber_chain': 54,
'null': 40,
'shredder_whirling_death': 42,
'shredder_chakram': 119},
'hero_id': 98,
'item_0': 180,
'item_1': 273,
'item_2': 123,
'item_3': 131,
'item_4': 36,
'item_5': 178,
'item_neutral': 357,
'item_uses': {'tango': 3,
'quelling_blade': 10,
'flask': 1,
'soul_ring': 27,
'arcane_boots': 21,
'tpscroll': 6,
'magic_wand': 9,
'hood_of_defiance': 6},
'kill_streaks': {'3': 1},
'killed': {'npc_dota_creep_badguys_melee': 111,
'npc_dota_creep_goodguys_melee': 5,
'npc_dota_creep_badguys_ranged': 41,
'npc_dota_neutral_satyr_soulstealer': 3,
'npc_dota_creep_goodguys_ranged': 2,
'npc_dota_neutral_dark_troll_warlord': 2,
'npc_dota_dark_troll_warlord_skeleton_warrior': 2,
'npc_dota_sentry_wards': 3,
'npc_dota_hero_bane': 4,
'npc_dota_hero_abyssal_underlord': 2,
'npc_dota_badguys_siege': 7,
'npc_dota_neutral_gnoll_assassin': 3,
'npc_dota_neutral_dark_troll': 2,
'npc_dota_hero_necrolyte': 1,
'npc_dota_neutral_fel_beast': 2,
'npc_dota_neutral_ghost': 1,
'npc_dota_neutral_satyr_trickster': 2,
'npc_dota_hero_spirit_breaker': 1,
'npc_dota_neutral_rock_golem': 2,
'npc_dota_neutral_granite_golem': 1},
'killed_by': {'npc_dota_hero_antimage': 3,
'npc_dota_hero_necrolyte': 3,
'npc_dota_hero_abyssal_underlord': 1,
'npc_dota_hero_spirit_breaker': 1},
'kills': 8,
'kills_log': [{'time': 473, 'key': 'npc_dota_hero_bane'},
{'time': 609, 'key': 'npc_dota_hero_abyssal_underlord'},
{'time': 853, 'key': 'npc_dota_hero_bane'},
{'time': 1175, 'key': 'npc_dota_hero_necrolyte'},
{'time': 1639, 'key': 'npc_dota_hero_bane'},
{'time': 2087, 'key': 'npc_dota_hero_bane'},
{'time': 2108, 'key': 'npc_dota_hero_abyssal_underlord'},
{'time': 2115, 'key': 'npc_dota_hero_spirit_breaker'}],
'lane_pos': {'74': {'74': 4, '76': 1, '78': 1, '156': 5},
'76': {'80': 1,
'82': 1,
'86': 1,
'88': 1,
'140': 1,
'142': 5,
'144': 3,
'146': 1,
'150': 2,
'152': 9,
'154': 15,
'156': 8,
'158': 9,
'160': 2,
'162': 1,
'164': 1,
'166': 2},
'78': {'90': 1,
'92': 1,
'94': 1,
'96': 1,
'98': 1,
'100': 1,
'102': 1,
'104': 1,
'142': 1,
'144': 5,
'146': 15,
'148': 10,
'150': 3,
'152': 9,
'154': 28,
'156': 18,
'158': 24,
'160': 17,
'162': 5,
'164': 4,
'166': 5},
'80': {'106': 1,
'136': 1,
'138': 1,
'140': 1,
'142': 1,
'144': 1,
'146': 1,
'148': 8,
'150': 6,
'152': 17,
'154': 12,
'156': 15,
'158': 10,
'160': 6,
'162': 13,
'164': 11,
'166': 17,
'168': 5},
'82': {'108': 1,
'134': 1,
'146': 1,
'148': 1,
'150': 2,
'152': 3,
'154': 3,
'156': 4,
'158': 4,
'160': 3,
'162': 5,
'164': 10,
'166': 13,
'168': 10},
'84': {'110': 1,
'112': 1,
'132': 1,
'150': 1,
'152': 1,
'154': 2,
'158': 2,
'160': 4,
'162': 6,
'164': 6,
'166': 3,
'168': 10,
'170': 7},
'86': {'114': 1,
'116': 1,
'132': 1,
'154': 3,
'156': 2,
'160': 6,
'162': 3,
'164': 5,
'168': 4,
'170': 10,
'172': 3,
'174': 2,
'176': 1},
'88': {'118': 1,
'120': 1,
'132': 1,
'156': 1,
'158': 2,
'162': 1,
'164': 4,
'166': 3,
'168': 2,
'170': 10,
'172': 2,
'176': 1},
'90': {'120': 1,
'132': 1,
'156': 2,
'158': 4,
'160': 1,
'162': 1,
'164': 3,
'166': 2,
'168': 4,
'170': 8,
'172': 4,
'176': 1},
'92': {'122': 1,
'132': 1,
'154': 4,
'156': 5,
'158': 1,
'166': 1,
'168': 7,
'170': 4,
'172': 1,
'174': 1,
'176': 1},
'94': {'124': 1,
'132': 1,
'154': 2,
'156': 10,
'158': 1,
'162': 1,
'164': 1,
'166': 2,
'172': 1},
'96': {'124': 1, '132': 1, '154': 2, '156': 4, '158': 2, '160': 2},
'98': {'124': 1, '132': 1, '158': 1},
'100': {'124': 6, '126': 30},
'102': {'126': 1, '132': 1},
'104': {'134': 1},
'106': {'126': 1, '134': 1},
'108': {'126': 1, '134': 1},
'110': {'126': 13, '128': 1, '134': 1},
'112': {'130': 1, '132': 1, '134': 1, '136': 3},
'114': {'136': 2}},
'last_hits': 182,
'leaver_status': 0,
'level': 20,
'lh_t': [0,
0,
3,
5,
11,
18,
21,
25,
28,
38,
43,
44,
48,
56,
56,
61,
67,
73,
79,
86,
94,
100,
112,
113,
116,
116,
123,
136,
136,
142,
145,
162,
162,
162,
169,
171,
179,
182,
182,
182],
'life_state': {'0': 1983, '1': 35, '2': 378},
'max_hero_hit': {'type': 'max_hero_hit',
'time': 1734,
'max': True,
'inflictor': 'shredder_whirling_death',
'unit': 'npc_dota_hero_shredder',
'key': 'npc_dota_hero_antimage',
'value': 400,
'slot': 0,
'player_slot': 0},
'multi_kills': {'2': 1},
'net_worth': 13909,
'obs': {},
'obs_left_log': [],
'obs_log': [],
'obs_placed': 0,
'party_id': 0,
'party_size': 3,
'performance_others': None,
'permanent_buffs': None,
'pings': 8,
'pred_vict': False,
'purchase': {'flask': 1,
'gauntlets': 2,
'branches': 3,
'quelling_blade': 1,
'tango': 1,
'ring_of_protection': 1,
'recipe_soul_ring': 1,
'soul_ring': 1,
'boots': 1,
'energy_booster': 1,
'arcane_boots': 1,
'ring_of_health': 2,
'cloak': 1,
'ring_of_regen': 1,
'magic_stick': 1,
'hood_of_defiance': 1,
'recipe_magic_wand': 1,
'magic_wand': 1,
'belt_of_strength': 1,
'ogre_axe': 1,
'recipe_sange': 1,
'sange': 1,
'staff_of_wizardry': 1,
'robe': 1,
'recipe_kaya': 1,
'kaya': 1,
'kaya_and_sange': 1,
'void_stone': 1,
'pers': 1,
'ultimate_orb': 1,
'recipe_sphere': 1,
'sphere': 1},
'purchase_log': [{'time': -89, 'key': 'flask'},
{'time': -89, 'key': 'gauntlets'},
{'time': -89, 'key': 'branches'},
{'time': -89, 'key': 'quelling_blade'},
{'time': -89, 'key': 'tango'},
{'time': 7, 'key': 'ring_of_protection'},
{'time': 75, 'key': 'gauntlets'},
{'time': 164, 'key': 'soul_ring'},
{'time': 242, 'key': 'boots'},
{'time': 399, 'key': 'energy_booster'},
{'time': 408, 'key': 'arcane_boots'},
{'time': 530, 'key': 'ring_of_health'},
{'time': 625, 'key': 'cloak'},
{'time': 625, 'key': 'ring_of_regen'},
{'time': 646, 'key': 'magic_stick'},
{'time': 646, 'key': 'branches'},
{'time': 648, 'key': 'hood_of_defiance'},
{'time': 690, 'key': 'branches'},
{'time': 724, 'key': 'magic_wand'},
{'time': 839, 'key': 'belt_of_strength'},
{'time': 978, 'key': 'ogre_axe'},
{'time': 1056, 'key': 'sange'},
{'time': 1185, 'key': 'staff_of_wizardry'},
{'time': 1185, 'key': 'robe'},
{'time': 1265, 'key': 'kaya'},
{'time': 1265, 'key': 'kaya_and_sange'},
{'time': 1397, 'key': 'void_stone'},
{'time': 1579, 'key': 'ring_of_health'},
{'time': 1590, 'key': 'pers'},
{'time': 1844, 'key': 'ultimate_orb'},
{'time': 2047, 'key': 'sphere'}],
'randomed': False,
'repicked': None,
'roshans_killed': 0,
'rune_pickups': 2,
'runes': {'5': 2},
'runes_log': [{'time': 1, 'key': 5}, {'time': 2162, 'key': 5}],
'sen': {},
'sen_left_log': [],
'sen_log': [],
'sen_placed': 0,
'stuns': 0,
'teamfight_participation': 0.54545456,
'times': [0,
60,
120,
180,
240,
300,
360,
420,
480,
540,
600,
660,
720,
780,
840,
900,
960,
1020,
1080,
1140,
1200,
1260,
1320,
1380,
1440,
1500,
1560,
1620,
1680,
1740,
1800,
1860,
1920,
1980,
2040,
2100,
2160,
2220,
2280,
2340],
'tower_damage': 240,
'towers_killed': 0,
'xp_per_min': 487,
'xp_reasons': {'0': 53, '1': 6611, '2': 11476, '5': 1332},
'xp_t': [0,
14,
411,
678,
1019,
1231,
1525,
1925,
2150,
2589,
3103,
3646,
4041,
4559,
4613,
5201,
5839,
6586,
7075,
7536,
8469,
8866,
9505,
9841,
10233,
10318,
10870,
11259,
12294,
12817,
12982,
13773,
13835,
13899,
14452,
15399,
18769,
19191,
19462,
19462],
'personaname': 'Dany',
'name': None,
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'image_inventory': 'econ/items/wards/moogle_ward/moogle_ward_npc_dota_observer_wards',
'image_path': 'icons/econ/items/wards/moogle_ward/moogle_ward_npc_dota_observer_wards.71679002ae0b1aa5ddedf7a35d99f95f7f2e6d8f.png',
'item_description': '#DOTA_Item_Desc_Class_Zero_Moogle',
'item_name': '#DOTA_Item_Class_Zero_Moogle',
'item_rarity': 'mythical',
'item_type_name': None,
'used_by_heroes': None}],
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'lhten': {'raw': 11, 'pct': 0.927912824811399}}},
{'match_id': 6263730714,
'player_slot': 132,
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'performance_others': None,
'permanent_buffs': [{'permanent_buff': 6, 'stack_count': 2},
{'permanent_buff': 12, 'stack_count': 0}],
'pings': 12,
'pred_vict': False,
'purchase': {'ward_dispenser': 2,
'tango': 1,
'flask': 1,
'wind_lace': 1,
'branches': 2,
'magic_stick': 1,
'recipe_magic_wand': 1,
'magic_wand': 1,
'boots': 1,
'chainmail': 1,
'smoke_of_deceit': 3,
'tome_of_knowledge': 2,
'blades_of_attack': 1,
'phase_boots': 1,
'ogre_axe': 2,
'blade_of_alacrity': 1,
'staff_of_wizardry': 1,
'ultimate_scepter': 1,
'point_booster': 1,
'dust': 2,
'tpscroll': 1,
'clarity': 2,
'aghanims_shard': 1,
'mithril_hammer': 1,
'black_king_bar': 1,
'recipe_black_king_bar': 1},
'purchase_log': [{'time': -88, 'key': 'tango'},
{'time': -88, 'key': 'flask'},
{'time': -88, 'key': 'wind_lace'},
{'time': -88, 'key': 'branches'},
{'time': -88, 'key': 'branches'},
{'time': 148, 'key': 'magic_stick'},
{'time': 166, 'key': 'magic_wand'},
{'time': 276, 'key': 'boots'},
{'time': 467, 'key': 'chainmail'},
{'time': 497, 'key': 'smoke_of_deceit'},
{'time': 603, 'key': 'tome_of_knowledge'},
{'time': 703, 'key': 'blades_of_attack'},
{'time': 741, 'key': 'phase_boots'},
{'time': 741, 'key': 'smoke_of_deceit'},
{'time': 742, 'key': 'smoke_of_deceit'},
{'time': 992, 'key': 'ogre_axe'},
{'time': 1174, 'key': 'blade_of_alacrity'},
{'time': 1224, 'key': 'staff_of_wizardry'},
{'time': 1414, 'key': 'ultimate_scepter'},
{'time': 1414, 'key': 'point_booster'},
{'time': 1424, 'key': 'dust'},
{'time': 1493, 'key': 'tpscroll'},
{'time': 1537, 'key': 'clarity'},
{'time': 1589, 'key': 'aghanims_shard'},
{'time': 1624, 'key': 'clarity'},
{'time': 1802, 'key': 'tome_of_knowledge'},
{'time': 2002, 'key': 'ogre_axe'},
{'time': 2002, 'key': 'mithril_hammer'},
{'time': 2016, 'key': 'black_king_bar'},
{'time': 2122, 'key': 'dust'}],
'randomed': False,
'repicked': None,
'roshans_killed': 0,
'rune_pickups': 6,
'runes': {'1': 1, '5': 5},
'runes_log': [{'time': 2, 'key': 5},
{'time': 243, 'key': 5},
{'time': 547, 'key': 5},
{'time': 728, 'key': 1},
{'time': 901, 'key': 5},
{'time': 1824, 'key': 5}],
'sen': {'152': {'88': 1}},
'sen_left_log': [{'time': 397,
'type': 'sen_left_log',
'key': '[152, 88]',
'slot': 9,
'attackername': 'npc_dota_hero_spirit_breaker',
'x': 152,
'y': 88,
'z': 128,
'entityleft': True,
'ehandle': 9011923,
'player_slot': 132}],
'sen_log': [{'time': -23,
'type': 'sen_log',
'key': '[152, 88]',
'slot': 9,
'x': 152,
'y': 88,
'z': 128,
'entityleft': False,
'ehandle': 9011923,
'player_slot': 132}],
'sen_placed': 1,
'stuns': 121.60604,
'teamfight_participation': 0.7096774,
'times': [0,
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360,
420,
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'tower_damage': 2924,
'towers_killed': 3,
'xp_per_min': 669,
'xp_reasons': {'0': 76, '1': 10408, '2': 13050, '4': 1670, '5': 1560},
'xp_t': [0,
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129,
438,
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'personaname': 'fumar o alimentar',
'name': None,
'last_login': None,
'radiant_win': False,
'start_time': 1636317945,
'duration': 2395,
'cluster': 123,
'lobby_type': 7,
'game_mode': 22,
'is_contributor': False,
'patch': 49,
'region': 2,
'isRadiant': False,
'win': 1,
'lose': 0,
'total_gold': 17244,
'total_xp': 26704,
'kills_per_min': 0.17536534446764002,
'kda': 4,
'abandons': 0,
'neutral_kills': 39,
'tower_kills': 3,
'courier_kills': 1,
'lane_kills': 103,
'hero_kills': 7,
'observer_kills': 0,
'sentry_kills': 2,
'roshan_kills': 0,
'necronomicon_kills': 0,
'ancient_kills': 3,
'buyback_count': 0,
'observer_uses': 1,
'sentry_uses': 0,
'lane_efficiency': 0.36358124494745303,
'lane_efficiency_pct': 36,
'lane': 1,
'lane_role': 3,
'is_roaming': True,
'purchase_time': {'tango': -88,
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'wind_lace': -88,
'branches': -176,
'magic_stick': 148,
'magic_wand': 166,
'boots': 276,
'chainmail': 467,
'smoke_of_deceit': 1980,
'tome_of_knowledge': 2405,
'blades_of_attack': 703,
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'ogre_axe': 2994,
'blade_of_alacrity': 1174,
'staff_of_wizardry': 1224,
'ultimate_scepter': 1414,
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'dust': 3546,
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'mithril_hammer': 2002,
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'first_purchase_time': {'tango': -88,
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'magic_stick': 148,
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'chainmail': 467,
'smoke_of_deceit': 497,
'tome_of_knowledge': 603,
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'ogre_axe': 992,
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'dust': 1424,
'tpscroll': 1493,
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'mithril_hammer': 2002,
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'item_win': {'tango': 1,
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'magic_stick': 1,
'magic_wand': 1,
'boots': 1,
'chainmail': 1,
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'tome_of_knowledge': 1,
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'dust': 1,
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'item_usage': {'tango': 1,
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'magic_stick': 1,
'magic_wand': 1,
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'tome_of_knowledge': 1,
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'ogre_axe': 1,
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'staff_of_wizardry': 1,
'ultimate_scepter': 1,
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'dust': 1,
'tpscroll': 1,
'clarity': 1,
'aghanims_shard': 1,
'mithril_hammer': 1,
'black_king_bar': 1},
'purchase_tpscroll': 1,
'actions_per_min': 314,
'life_state_dead': 175,
'rank_tier': 80,
'cosmetics': [{'item_id': 7826,
'name': 'Taunt: Raging Bull',
'prefab': 'taunt',
'creation_date': '2017-01-13T00:00:00.000Z',
'image_inventory': 'econ/taunts/taunt_icon_spirit_breaker_raging_bull',
'image_path': 'icons/econ/taunts/taunt_icon_spirit_breaker_raging_bull.13e6c03bae0771b21f43811d8115c71243867969.png',
'item_description': '#DOTA_Item_Desc_Taunt_Raging_Bull',
'item_name': '#DOTA_Item_Taunt_Raging_Bull',
'item_rarity': 'rare',
'item_type_name': None,
'used_by_heroes': 'npc_dota_hero_spirit_breaker'},
{'item_id': 8234,
'name': 'Iron Surge',
'prefab': 'wearable',
'creation_date': '2015-03-16T00:00:00.000Z',
'image_inventory': 'econ/items/spirit_breaker/iron_surge/iron_surge',
'image_path': 'icons/econ/items/spirit_breaker/iron_surge/iron_surge.27df3fa179155d0772ff5ec9d56c681feff30e00.png',
'item_description': '#DOTA_Item_Desc_Iron_Surge',
'item_name': '#DOTA_Item_Iron_Surge',
'item_rarity': 'immortal',
'item_type_name': '#DOTA_WearableType_Helm',
'used_by_heroes': 'npc_dota_hero_spirit_breaker'},
{'item_id': 9365,
'name': 'Bracelet of the Hellrunner',
'prefab': 'wearable',
'creation_date': '2015-06-22T00:00:00.000Z',
'image_inventory': 'econ/items/spirit_breaker/wrath_of_the_hellrunner_arms/wrath_of_the_hellrunner_arms',
'image_path': 'icons/econ/items/spirit_breaker/wrath_of_the_hellrunner_arms/wrath_of_the_hellrunner_arms.08fbac45b9fe5855b1e684cb3e3e8d5f35569d91.png',
'item_description': None,
'item_name': '#DOTA_Item_Bracelet_of_the_Hellrunner',
'item_rarity': None,
'item_type_name': '#DOTA_WearableType_Bracelet',
'used_by_heroes': 'npc_dota_hero_spirit_breaker'},
{'item_id': 9744,
'name': 'Savage Mettle',
'prefab': 'wearable',
'creation_date': '2018-03-16T00:00:00.000Z',
'image_inventory': 'econ/items/spirit_breaker/spirit_breaker_ti8_immortal_weapon/spirit_breaker_ti8_immortal_weapon',
'image_path': 'icons/econ/items/spirit_breaker/spirit_breaker_ti8_immortal_weapon/spirit_breaker_ti8_immortal_weapon.2eb390b0f924ba46daf465a9a3263e160caf06b4.png',
'item_description': '#DOTA_Item_Desc_Savage_Mettle',
'item_name': '#DOTA_Item_Savage_Mettle',
'item_rarity': 'immortal',
'item_type_name': '#DOTA_WearableType_weapon',
'used_by_heroes': 'npc_dota_hero_spirit_breaker'},
{'item_id': 10318,
'name': 'Arnabus the Fairy Rabbit',
'prefab': 'courier',
'creation_date': '2013-09-05T00:00:00.000Z',
'image_inventory': 'econ/items/courier/arneyb_rabbit/arneyb_rabbit',
'image_path': 'icons/econ/items/courier/arneyb_rabbit/arneyb_rabbit.48e042af5f47a238fd05411b2616501118117a30.png',
'item_description': '#DOTA_Item_Desc_Arnabus_the_Fairy_Rabbit',
'item_name': '#DOTA_Item_Arnabus_the_Fairy_Rabbit',
'item_rarity': 'mythical',
'item_type_name': None,
'used_by_heroes': None}],
'benchmarks': {'gold_per_min': {'raw': 432, 'pct': 0.6633962264150941},
'xp_per_min': {'raw': 669, 'pct': 0.7071698113207541},
'kills_per_min': {'raw': 0.17536534446764002, 'pct': 0.6377358490566031},
'last_hits_per_min': {'raw': 3.832985386221294, 'pct': 0.6750943396226411},
'hero_damage_per_min': {'raw': 346.19624217118997,
'pct': 0.28188679245283005},
'hero_healing_per_min': {'raw': 10.221294363256785,
'pct': 0.879622641509433},
'tower_damage': {'raw': 2924, 'pct': 0.8773584905660371},
'stuns_per_min': {'raw': 3.046497870563674, 'pct': 0.358867924528301},
'lhten': {'raw': 9, 'pct': 0.429705215419501}}}]
savedplayer = []
for index, row in newdf.iterrows():
for player in row['players']:
if player['account_id'] == 107567514:
savedplayer.append(player)
savedplayer
[{'match_id': 6263730714,
'player_slot': 2,
'ability_targets': {},
'ability_upgrades_arr': [5237,
5238,
5237,
5239,
5237,
5240,
5237,
5239,
5239,
850,
5239,
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5238,
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5238],
'ability_uses': {'rattletrap_battery_assault': 25,
'rattletrap_power_cogs': 15,
'rattletrap_rocket_flare': 31,
'rattletrap_hookshot': 9},
'account_id': 107567514,
'actions': {'1': 3506,
'2': 128,
'3': 20,
'4': 491,
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'16': 50,
'17': 5,
'19': 18,
'27': 12,
'33': 218,
'38': 2},
'additional_units': None,
'assists': 13,
'backpack_0': 216,
'backpack_1': 39,
'backpack_2': 0,
'backpack_3': None,
'buyback_log': [],
'camps_stacked': 1,
'connection_log': [],
'creeps_stacked': 3,
'damage': {'npc_dota_hero_abyssal_underlord': 2539,
'npc_dota_hero_necrolyte': 3287,
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'npc_dota_creep_goodguys_melee': 48,
'npc_dota_creep_badguys_melee': 12594,
'npc_dota_creep_badguys_ranged': 4449,
'npc_dota_neutral_wildkin': 43,
'npc_dota_neutral_dark_troll_warlord': 42,
'npc_dota_neutral_enraged_wildkin': 37,
'npc_dota_creep_goodguys_ranged': 114,
'npc_dota_hero_bane': 2274,
'npc_dota_hero_antimage': 1790,
'npc_dota_neutral_forest_troll_high_priest': 62,
'npc_dota_neutral_satyr_soulstealer': 160,
'npc_dota_neutral_satyr_trickster': 160,
'npc_dota_observer_wards': 50,
'npc_dota_badguys_tower1_mid': 65,
'npc_dota_badguys_siege': 248,
'npc_dota_badguys_tower1_top': 233,
'npc_dota_neutral_kobold': 1391,
'npc_dota_sentry_wards': 100,
'illusion_npc_dota_hero_antimage': 6469,
'npc_dota_neutral_granite_golem': 100,
'npc_dota_creep_badguys_melee_upgraded': 900,
'illusion_npc_dota_hero_necrolyte': 900,
'npc_dota_creep_badguys_ranged_upgraded': 180},
'damage_inflictor': {'rattletrap_battery_assault': 5654,
'null': 1853,
'rattletrap_power_cogs': 848,
'rattletrap_rocket_flare': 2647,
'rattletrap_hookshot': 384,
'spirit_vessel': 1121},
'damage_inflictor_received': {'abyssal_underlord_firestorm': 3412,
'null': 5521,
'spirit_breaker_greater_bash': 1991,
'bane_nightmare': 320,
'necrolyte_death_pulse': 2702,
'orb_of_venom': 21,
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'bane_brain_sap': 600,
'necrolyte_reapers_scythe': 527,
'antimage_mana_void': 532,
'cloak_of_flames': 216,
'bfury': 117,
'gungir': 313,
'spirit_breaker_nether_strike': 489},
'damage_taken': {'npc_dota_hero_abyssal_underlord': 4201,
'npc_dota_hero_necrolyte': 5559,
'npc_dota_hero_spirit_breaker': 3659,
'npc_dota_creep_badguys_ranged': 346,
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'npc_dota_creep_badguys_melee': 877,
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'npc_dota_hero_antimage': 4074,
'npc_dota_badguys_tower1_top': 521,
'npc_dota_neutral_satyr_soulstealer': 19,
'npc_dota_badguys_siege': 26,
'npc_dota_badguys_tower1_mid': 493,
'npc_dota_neutral_kobold': 34,
'npc_dota_neutral_kobold_tunneler': 8},
'damage_targets': {'rattletrap_battery_assault': {'npc_dota_hero_abyssal_underlord': 1103,
'npc_dota_hero_necrolyte': 1360,
'npc_dota_hero_spirit_breaker': 1032,
'npc_dota_hero_bane': 1565,
'npc_dota_hero_antimage': 594},
'null': {'npc_dota_hero_abyssal_underlord': 505,
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'npc_dota_hero_bane': 311,
'npc_dota_hero_necrolyte': 258,
'npc_dota_hero_antimage': 247},
'rattletrap_power_cogs': {'npc_dota_hero_abyssal_underlord': 371,
'npc_dota_hero_bane': 74,
'npc_dota_hero_necrolyte': 99,
'npc_dota_hero_antimage': 133,
'npc_dota_hero_spirit_breaker': 171},
'rattletrap_rocket_flare': {'npc_dota_hero_necrolyte': 743,
'npc_dota_hero_spirit_breaker': 882,
'npc_dota_hero_antimage': 378,
'npc_dota_hero_abyssal_underlord': 376,
'npc_dota_hero_bane': 268},
'rattletrap_hookshot': {'npc_dota_hero_bane': 56,
'npc_dota_hero_abyssal_underlord': 56,
'npc_dota_hero_antimage': 272},
'spirit_vessel': {'npc_dota_hero_necrolyte': 827,
'npc_dota_hero_abyssal_underlord': 128,
'npc_dota_hero_antimage': 166}},
'deaths': 4,
'denies': 15,
'dn_t': [0,
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'firstblood_claimed': 0,
'gold': 2083,
'gold_per_min': 246,
'gold_reasons': {'0': 600,
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'11': 395,
'12': 1988,
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'17': 1006,
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'hero_damage': 12507,
'hero_healing': 400,
'hero_hits': {'rattletrap_battery_assault': 133,
'null': 46,
'rattletrap_power_cogs': 12,
'rattletrap_rocket_flare': 27,
'rattletrap_hookshot': 6,
'spirit_vessel': 26},
'hero_id': 51,
'item_0': 36,
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'item_5': 218,
'item_neutral': 680,
'item_uses': {'tango': 2,
'clarity': 5,
'ward_dispenser': 13,
'ward_observer': 2,
'tpscroll': 5,
'flask': 3,
'magic_wand': 8,
'ward_sentry': 5,
'trusty_shovel': 14,
'force_staff': 11,
'enchanted_mango': 2,
'smoke_of_deceit': 1,
'tome_of_knowledge': 1,
'bullwhip': 2,
'spirit_vessel': 5},
'kill_streaks': {},
'killed': {'npc_dota_creep_goodguys_melee': 1,
'npc_dota_neutral_enraged_wildkin': 1,
'npc_dota_hero_spirit_breaker': 2,
'npc_dota_rattletrap_cog': 13,
'npc_dota_creep_goodguys_ranged': 1,
'npc_dota_creep_badguys_ranged': 11,
'npc_dota_creep_badguys_melee': 23,
'npc_dota_observer_wards': 1,
'npc_dota_hero_necrolyte': 1,
'npc_dota_badguys_siege': 1,
'npc_dota_neutral_kobold': 5,
'npc_dota_badguys_tower1_top': 1,
'npc_dota_sentry_wards': 2,
'npc_dota_creep_badguys_melee_upgraded': 3},
'killed_by': {'npc_dota_hero_necrolyte': 1,
'npc_dota_hero_abyssal_underlord': 1,
'npc_dota_hero_antimage': 1,
'npc_dota_hero_spirit_breaker': 1},
'kills': 3,
'kills_log': [{'time': 160, 'key': 'npc_dota_hero_spirit_breaker'},
{'time': 715, 'key': 'npc_dota_hero_necrolyte'},
{'time': 1653, 'key': 'npc_dota_hero_spirit_breaker'}],
'lane_pos': {'74': {'76': 14},
'76': {'78': 22, '148': 1, '150': 1},
'78': {'78': 1, '150': 6},
'80': {'80': 1, '148': 1},
'82': {'80': 1, '154': 2, '166': 1},
'84': {'80': 1,
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'160': 1,
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'86': {'146': 1,
'154': 3,
'156': 4,
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'npc_dota_neutral_small_thunder_lizard': 63,
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'damage_targets': None,
'deaths': 10,
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{'time': 910, 'key': 'npc_dota_hero_phantom_assassin'},
{'time': 1047, 'key': 'npc_dota_hero_phantom_assassin'},
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'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
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'item_description': '#DOTA_Item_Desc_Taunt_Fluid_Mechanics',
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{'item_id': 9745,
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'item_description': '#DOTA_Item_Desc_Pyrexaec_Flux',
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{'item_id': 10132,
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'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
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{'item_id': 11266,
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'item_rarity': 'immortal',
'item_type_name': '#DOTA_WearableType_Auspice',
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{'item_id': 11266,
'name': 'The Watcher Below',
'prefab': 'ward',
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'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
'item_name': '#DOTA_Item_The_Watcher_Below',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None},
{'item_id': 12318,
'name': 'Gimlek Decanter',
'prefab': 'wearable',
'creation_date': '2018-06-28T00:00:00.000Z',
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'item_description': '#DOTA_Item_Desc_Gimlek_Decanter',
'item_name': '#DOTA_Item_Gimlek_Decanter',
'item_rarity': 'immortal',
'item_type_name': '#DOTA_WearableType_weapon',
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{'item_id': 10132,
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{'item_id': 9745,
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{'item_id': 11266,
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{'time': 644, 'key': 'npc_dota_hero_puck'},
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{'item_id': 10132,
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'prefab': 'courier',
'creation_date': None,
'image_inventory': 'econ/courier/navi_courier/navi_courier',
'image_path': 'icons/econ/courier/navi_courier/navi_courier.cbec4fb31e391db6141dbe5c64cc572e0b82d528.png',
'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
'item_name': '#DOTA_Item_NaVis_Weaselcrow',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None},
{'item_id': 11266,
'name': 'The Watcher Below',
'prefab': 'ward',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards',
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'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
'item_name': '#DOTA_Item_The_Watcher_Below',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None}],
'benchmarks': {'gold_per_min': {'raw': 279, 'pct': 0.093922651933701},
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{'match_id': 5186390153,
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'image_inventory': 'econ/items/ogre_magi/goldenwalruswhacker/goldenwalruswhacker',
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'item_name': '#DOTA_Item_Golden_Walrus_Whacker',
'item_rarity': 'uncommon',
'item_type_name': '#DOTA_WearableType_Club',
'used_by_heroes': 'npc_dota_hero_ogre_magi'},
{'item_id': 7910,
'name': 'Auspice of the Whyrlegyge',
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'item_name': '#DOTA_Item_Auspice_of_the_Whyrlegyge',
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{'item_id': 12191,
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{'time': 1745, 'key': 'shadow_amulet'},
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{'time': 724, 'key': 'npc_dota_hero_dazzle'},
{'time': 884, 'key': 'npc_dota_hero_queenofpain'},
{'time': 1002, 'key': 'npc_dota_hero_sven'},
{'time': 1094, 'key': 'npc_dota_hero_queenofpain'},
{'time': 1647, 'key': 'npc_dota_hero_dazzle'},
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{'time': 1893,
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{'time': 2366,
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{'time': 2399,
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{'time': 1662,
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{'time': 1791,
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'party_id': 6,
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'permanent_buffs': [{'permanent_buff': 6, 'stack_count': 4},
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'dust': 2,
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{'time': -89, 'key': 'tango', 'charges': 6},
{'time': -89, 'key': 'branches'},
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{'time': 69, 'key': 'ward_observer'},
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{'time': 535, 'key': 'magic_wand'},
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{'time': 809, 'key': 'dust'},
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{'time': 1164, 'key': 'ward_observer'},
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{'time': 1763, 'key': 'shadow_amulet'},
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{'item_id': 8974,
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{'item_id': 8975,
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{'item_id': 8976,
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{'item_id': 8977,
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{'item_id': 8978,
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{'item_id': 8979,
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'item_name': '#DOTA_Item_Shadow_of_the_Burning_Scale',
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'item_description': '#DOTA_Item_Desc_Alluvion_Prophecy',
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{'item_id': 10132,
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'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
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{'item_id': 11266,
'name': 'The Watcher Below',
'prefab': 'ward',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards',
'image_path': 'icons/econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards.f297081cfe7c864aa06afce8a621855f9b43dd8b.png',
'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
'item_name': '#DOTA_Item_The_Watcher_Below',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None}],
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'image_path': 'icons/econ/courier/navi_courier/navi_courier.cbec4fb31e391db6141dbe5c64cc572e0b82d528.png',
'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
'item_name': '#DOTA_Item_NaVis_Weaselcrow',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None},
{'item_id': 11266,
'name': 'The Watcher Below',
'prefab': 'ward',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards',
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'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
'item_name': '#DOTA_Item_The_Watcher_Below',
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{'item_id': 8955,
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'item_name': '#DOTA_Item_Paragons_Rebuke',
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{'item_id': 9762,
'name': 'Taunt: Bathed in the Glow',
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'item_description': '#DOTA_Item_Desc_Taunt_Bathed_in_the_Glow',
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{'item_id': 11266,
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'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
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'item_3': 102,
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{'time': 168, 'key': 'npc_dota_hero_dazzle'},
{'time': 252, 'key': 'npc_dota_hero_dazzle'},
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{'item_id': 10132,
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'image_path': 'icons/econ/items/luna/umbra_rider_hair_black/umbra_rider_hair_black.9aa478711d71039e62fe1d57e2d8bcefbb324468.png',
'item_description': None,
'item_name': '#DOTA_Item_Umbra_Rider_Hair',
'item_rarity': 'uncommon',
'item_type_name': '#DOTA_WearableType_Hair',
'used_by_heroes': 'npc_dota_hero_luna'},
{'item_id': 7535,
'name': 'Umbra Rider Shoulders',
'prefab': 'wearable',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/luna/umbra_rider_shoulders/umbra_rider_shoulders',
'image_path': 'icons/econ/items/luna/umbra_rider_shoulders/umbra_rider_shoulders.5ae74130191e5f7e2da2ed083b2bda9b4be7fd18.png',
'item_description': None,
'item_name': '#DOTA_Item_Umbra_Rider_Shoulders',
'item_rarity': 'uncommon',
'item_type_name': '#DOTA_WearableType_Shoulders',
'used_by_heroes': 'npc_dota_hero_luna'},
{'item_id': 7538,
'name': 'Umbra Rider Weapon',
'prefab': 'wearable',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/luna/umbra_rider_weapon/umbra_rider_weapon',
'image_path': 'icons/econ/items/luna/umbra_rider_weapon/umbra_rider_weapon.f26e1f1805e034191baf559f4e798fa5f9933bb3.png',
'item_description': None,
'item_name': '#DOTA_Item_Umbra_Rider_Weapon',
'item_rarity': None,
'item_type_name': None,
'used_by_heroes': 'npc_dota_hero_luna'},
{'item_id': 7591,
'name': 'Umbra Rider Mount',
'prefab': 'wearable',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/luna/umbra_rider_mount/umbra_rider_mount',
'image_path': 'icons/econ/items/luna/umbra_rider_mount/umbra_rider_mount.a4fa0a2a8f1ebfe072c1ab27bdd61cc2ad9c7501.png',
'item_description': None,
'item_name': '#DOTA_Item_Umbra_Rider_Mount',
'item_rarity': 'rare',
'item_type_name': '#DOTA_WearableType_Mount',
'used_by_heroes': 'npc_dota_hero_luna'},
{'item_id': 8070,
'name': 'Taunt: Selemene Leap!',
'prefab': 'taunt',
'creation_date': '2015-02-27T00:00:00.000Z',
'image_inventory': 'econ/taunts/taunt_icon_luna_selemene_leap',
'image_path': 'icons/econ/taunts/taunt_icon_luna_selemene_leap.8ff84aa2e4d9e213d1c0aa42a3e17365ab2b4e7a.png',
'item_description': '#DOTA_Item_Desc_Taunt_Selemene_Leap',
'item_name': '#DOTA_Item_Taunt_Selemene_Leap',
'item_rarity': 'rare',
'item_type_name': None,
'used_by_heroes': 'npc_dota_hero_luna'},
{'item_id': 8327,
'name': 'Golden Moonfall',
'prefab': 'wearable',
'creation_date': '2015-04-14T00:00:00.000Z',
'image_inventory': 'econ/items/luna/moonfall/moonfall1',
'image_path': 'icons/econ/items/luna/moonfall/moonfall1.0ea955fcb706bd939838c18b1f2cdda096a88ec9.png',
'item_description': '#DOTA_Item_Desc_Golden_Moonfall',
'item_name': '#DOTA_Item_Golden_Moonfall',
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'item_description': None,
'item_name': '#DOTA_Item_Bracers_of_the_Burning_Scale',
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{'item_id': 8974,
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'image_inventory': 'econ/items/dragon_knight/fireborn_back/fireborn_back',
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'item_description': None,
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{'item_id': 8975,
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{'item_id': 8976,
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{'item_id': 8977,
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{'item_id': 8978,
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{'item_id': 8979,
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'item_name': '#DOTA_Item_Shadow_of_the_Burning_Scale',
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{'item_id': 10132,
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'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
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{'item_id': 11266,
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'doom_bringer_scorched_earth': 4657,
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'doom_bringer_doom': 1081},
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'item_description': None,
'item_name': '#DOTA_Item_Wings_of_Vashundol',
'item_rarity': 'mythical',
'item_type_name': '#DOTA_WearableType_Wings',
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{'item_id': 6947,
'name': 'Skull of Vashundol',
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'item_description': None,
'item_name': '#DOTA_Item_Skull_of_Vashundol',
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{'item_id': 9741,
'name': 'Zeal of Omoz Arkosh',
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'creation_date': '2018-06-22T00:00:00.000Z',
'image_inventory': 'econ/items/doom/doom_ti8_immortal_arms/doom_ti8_immortal_arms',
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'item_description': '#DOTA_Item_Desc_Zeal_of_Omoz_Arkosh',
'item_name': '#DOTA_Item_Zeal_of_Omoz_Arkosh',
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{'item_id': 9898,
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{'item_id': 9899,
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{'item_id': 9900,
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{'item_id': 10132,
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'82': {'142': 1},
'84': {'148': 1},
'86': {'138': 2, '146': 1, '148': 1},
'88': {'136': 1, '144': 1, '146': 2, '148': 1},
'90': {'134': 1, '148': 1},
'92': {'132': 1},
'94': {'132': 1, '146': 1},
'96': {'132': 1, '144': 1},
'98': {'142': 1},
'100': {'134': 1, '142': 1},
'102': {'134': 1, '140': 1},
'104': {'134': 1, '138': 1},
'108': {'134': 1, '138': 1},
'110': {'132': 1, '138': 1},
'112': {'130': 1, '136': 1},
'114': {'128': 1, '134': 1, '136': 1},
'116': {'124': 1, '126': 1, '132': 1, '136': 1},
'118': {'122': 1, '130': 1, '134': 2, '136': 2},
'120': {'120': 2,
'122': 6,
'124': 1,
'126': 1,
'128': 1,
'130': 3,
'132': 2,
'136': 1},
'122': {'116': 2,
'118': 1,
'122': 9,
'124': 19,
'126': 4,
'128': 1,
'132': 1,
'134': 1},
'124': {'116': 4,
'122': 1,
'124': 46,
'126': 31,
'128': 3,
'130': 3,
'132': 4},
'126': {'116': 1, '122': 4, '124': 8, '126': 90, '128': 23, '130': 7},
'128': {'116': 1, '120': 1, '122': 2, '126': 52, '128': 58, '130': 3},
'130': {'114': 1,
'120': 2,
'122': 1,
'126': 9,
'128': 27,
'130': 11,
'132': 2},
'132': {'118': 1, '120': 1, '126': 4, '128': 14, '130': 13, '132': 1},
'134': {'116': 1, '124': 1, '130': 5, '132': 1},
'136': {'114': 1, '118': 1, '122': 1, '126': 1, '130': 1, '134': 2},
'138': {'114': 1, '116': 1, '120': 1, '126': 1, '128': 1, '136': 1},
'140': {'116': 2, '118': 1, '128': 1, '136': 1},
'142': {'114': 3, '138': 1},
'144': {'112': 1, '138': 1, '140': 1},
'146': {'110': 1, '140': 1},
'148': {'142': 1, '144': 1},
'150': {'108': 1, '144': 1, '146': 1},
'152': {'108': 1, '146': 1, '148': 1},
'154': {'106': 1, '150': 70, '152': 3},
'156': {'104': 1, '152': 3},
'158': {'102': 1, '154': 1},
'160': {'100': 1, '154': 1},
'162': {'100': 1, '156': 1},
'164': {'98': 1, '158': 1},
'166': {'160': 1},
'168': {'94': 1, '96': 1, '160': 1},
'170': {'162': 1},
'172': {'94': 1, '106': 1, '108': 1, '162': 1, '164': 1},
'174': {'92': 1,
'94': 1,
'98': 1,
'102': 2,
'104': 1,
'166': 1,
'168': 1,
'170': 1},
'176': {'92': 1, '172': 1},
'178': {'90': 2, '174': 1},
'180': {'174': 1},
'182': {'174': 1},
'184': {'174': 1}},
'last_hits': 146,
'leaver_status': 0,
'level': 20,
'lh_t': [0,
1,
9,
15,
20,
23,
26,
31,
35,
40,
46,
46,
47,
57,
63,
71,
71,
85,
93,
106,
115,
117,
134,
134,
134,
136,
140,
146],
'life_state': {'0': 1577, '1': 5, '2': 47},
'max_hero_hit': {'type': 'max_hero_hit',
'time': 1608,
'max': True,
'inflictor': 'pangolier_gyroshell',
'unit': 'npc_dota_hero_pangolier',
'key': 'npc_dota_hero_invoker',
'value': 262,
'slot': 9,
'player_slot': 132},
'multi_kills': {'2': 4, '3': 1, '4': 1},
'net_worth': None,
'obs': {'128': {'116': 1}},
'obs_left_log': [{'time': 748,
'type': 'obs_left_log',
'key': '[128, 116]',
'slot': 9,
'attackername': 'npc_dota_observer_wards',
'x': 128,
'y': 116,
'z': 130,
'entityleft': True,
'ehandle': 14631944,
'player_slot': 132}],
'obs_log': [{'time': 388,
'type': 'obs_log',
'key': '[128, 116]',
'slot': 9,
'x': 128,
'y': 116,
'z': 130,
'entityleft': False,
'ehandle': 14631944,
'player_slot': 132}],
'obs_placed': 1,
'party_id': 1,
'party_size': 5,
'performance_others': None,
'permanent_buffs': None,
'pred_vict': False,
'purchase': {'quelling_blade': 1,
'slippers': 1,
'circlet': 1,
'tango': 1,
'branches': 1,
'ward_sentry': 1,
'bottle': 1,
'boots': 1,
'ward_observer': 1,
'javelin': 1,
'clarity': 1,
'arcane_boots': 1,
'energy_booster': 1,
'mithril_hammer': 1,
'maelstrom': 1,
'recipe_wraith_band': 1,
'wraith_band': 1,
'dust': 4,
'tpscroll': 3,
'blade_of_alacrity': 2,
'robe': 1,
'recipe_diffusal_blade': 1,
'diffusal_blade': 1,
'ring_of_regen': 1,
'headdress': 1,
'recipe_headdress': 1,
'chainmail': 1,
'mekansm': 1,
'recipe_mekansm': 1,
'recipe_guardian_greaves': 1,
'guardian_greaves': 1},
'purchase_log': [{'time': -88, 'key': 'quelling_blade'},
{'time': -88, 'key': 'slippers'},
{'time': -88, 'key': 'circlet'},
{'time': -88, 'key': 'tango'},
{'time': -88, 'key': 'branches'},
{'time': 47, 'key': 'ward_sentry'},
{'time': 129, 'key': 'bottle'},
{'time': 213, 'key': 'boots'},
{'time': 355, 'key': 'ward_observer'},
{'time': 460, 'key': 'javelin'},
{'time': 461, 'key': 'clarity'},
{'time': 547, 'key': 'arcane_boots'},
{'time': 547, 'key': 'energy_booster'},
{'time': 761, 'key': 'mithril_hammer'},
{'time': 789, 'key': 'maelstrom'},
{'time': 836, 'key': 'wraith_band'},
{'time': 875, 'key': 'dust'},
{'time': 875, 'key': 'dust'},
{'time': 966, 'key': 'tpscroll'},
{'time': 966, 'key': 'tpscroll'},
{'time': 1012, 'key': 'blade_of_alacrity'},
{'time': 1012, 'key': 'robe'},
{'time': 1076, 'key': 'blade_of_alacrity'},
{'time': 1121, 'key': 'diffusal_blade'},
{'time': 1250, 'key': 'ring_of_regen'},
{'time': 1250, 'key': 'headdress'},
{'time': 1250, 'key': 'chainmail'},
{'time': 1251, 'key': 'mekansm'},
{'time': 1337, 'key': 'dust'},
{'time': 1338, 'key': 'dust'},
{'time': 1404, 'key': 'tpscroll'},
{'time': 1540, 'key': 'guardian_greaves'}],
'randomed': False,
'repicked': None,
'roshans_killed': 0,
'rune_pickups': 8,
'runes': {'1': 1, '4': 2, '5': 4, '6': 1},
'runes_log': [{'time': 282, 'key': 4},
{'time': 602, 'key': 4},
{'time': 622, 'key': 5},
{'time': 676, 'key': 5},
{'time': 686, 'key': 5},
{'time': 1018, 'key': 6},
{'time': 1312, 'key': 5},
{'time': 1334, 'key': 1}],
'sen': {'126': {'128': 1}},
'sen_left_log': [{'time': 562,
'type': 'sen_left_log',
'key': '[126, 128]',
'slot': 9,
'attackername': 'npc_dota_hero_pangolier',
'x': 126,
'y': 128,
'z': 130,
'entityleft': True,
'ehandle': 476361,
'player_slot': 132}],
'sen_log': [{'time': 82,
'type': 'sen_log',
'key': '[126, 128]',
'slot': 9,
'x': 126,
'y': 128,
'z': 130,
'entityleft': False,
'ehandle': 476361,
'player_slot': 132}],
'sen_placed': 1,
'stuns': 1.7734375,
'teamfight_participation': 0.6296296,
'times': [0,
60,
120,
180,
240,
300,
360,
420,
480,
540,
600,
660,
720,
780,
840,
900,
960,
1020,
1080,
1140,
1200,
1260,
1320,
1380,
1440,
1500,
1560,
1620],
'tower_damage': 4978,
'towers_killed': 1,
'xp_per_min': 661,
'xp_reasons': {'0': 514, '1': 8385, '2': 9060},
'xp_t': [0,
171,
777,
1257,
1663,
1983,
2348,
2870,
3574,
4005,
4783,
5492,
5953,
6340,
6698,
6871,
7487,
8325,
9228,
9764,
10321,
11066,
12193,
12605,
12976,
13179,
15461,
17227],
'personaname': 'pulli',
'name': None,
'last_login': '2021-03-20T19:49:21.477Z',
'radiant_win': False,
'start_time': 1586739827,
'duration': 1627,
'cluster': 123,
'lobby_type': 0,
'game_mode': 22,
'is_contributor': False,
'patch': 44,
'region': 2,
'isRadiant': False,
'win': 1,
'lose': 0,
'total_gold': 16324,
'total_xp': 17924,
'kills_per_min': 0.553165334972341,
'kda': 17,
'abandons': 0,
'neutral_kills': 13,
'tower_kills': 1,
'courier_kills': 1,
'lane_kills': 136,
'hero_kills': 15,
'observer_kills': 0,
'sentry_kills': 0,
'roshan_kills': 0,
'necronomicon_kills': 0,
'ancient_kills': 1,
'buyback_count': 0,
'observer_uses': 1,
'sentry_uses': 1,
'lane_efficiency': 0.7370654810024251,
'lane_efficiency_pct': 73,
'lane': 2,
'lane_role': 2,
'is_roaming': False,
'purchase_time': {'quelling_blade': -88,
'slippers': -88,
'circlet': -88,
'tango': -88,
'branches': -88,
'ward_sentry': 47,
'bottle': 129,
'boots': 213,
'ward_observer': 355,
'javelin': 460,
'clarity': 461,
'arcane_boots': 547,
'energy_booster': 547,
'mithril_hammer': 761,
'maelstrom': 789,
'wraith_band': 836,
'dust': 4425,
'tpscroll': 3336,
'blade_of_alacrity': 2088,
'robe': 1012,
'diffusal_blade': 1121,
'ring_of_regen': 1250,
'headdress': 1250,
'chainmail': 1250,
'mekansm': 1251,
'guardian_greaves': 1540},
'first_purchase_time': {'quelling_blade': -88,
'slippers': -88,
'circlet': -88,
'tango': -88,
'branches': -88,
'ward_sentry': 47,
'bottle': 129,
'boots': 213,
'ward_observer': 355,
'javelin': 460,
'clarity': 461,
'arcane_boots': 547,
'energy_booster': 547,
'mithril_hammer': 761,
'maelstrom': 789,
'wraith_band': 836,
'dust': 875,
'tpscroll': 966,
'blade_of_alacrity': 1012,
'robe': 1012,
'diffusal_blade': 1121,
'ring_of_regen': 1250,
'headdress': 1250,
'chainmail': 1250,
'mekansm': 1251,
'guardian_greaves': 1540},
'item_win': {'quelling_blade': 1,
'slippers': 1,
'circlet': 1,
'tango': 1,
'branches': 1,
'ward_sentry': 1,
'bottle': 1,
'boots': 1,
'ward_observer': 1,
'javelin': 1,
'clarity': 1,
'arcane_boots': 1,
'energy_booster': 1,
'mithril_hammer': 1,
'maelstrom': 1,
'wraith_band': 1,
'dust': 1,
'tpscroll': 1,
'blade_of_alacrity': 1,
'robe': 1,
'diffusal_blade': 1,
'ring_of_regen': 1,
'headdress': 1,
'chainmail': 1,
'mekansm': 1,
'guardian_greaves': 1},
'item_usage': {'quelling_blade': 1,
'slippers': 1,
'circlet': 1,
'tango': 1,
'branches': 1,
'ward_sentry': 1,
'bottle': 1,
'boots': 1,
'ward_observer': 1,
'javelin': 1,
'clarity': 1,
'arcane_boots': 1,
'energy_booster': 1,
'mithril_hammer': 1,
'maelstrom': 1,
'wraith_band': 1,
'dust': 1,
'tpscroll': 1,
'blade_of_alacrity': 1,
'robe': 1,
'diffusal_blade': 1,
'ring_of_regen': 1,
'headdress': 1,
'chainmail': 1,
'mekansm': 1,
'guardian_greaves': 1},
'purchase_ward_observer': 1,
'purchase_ward_sentry': 1,
'purchase_tpscroll': 3,
'actions_per_min': 177,
'life_state_dead': 52,
'rank_tier': 55,
'cosmetics': [{'item_id': 9208,
'name': "Etienne's Revenge",
'prefab': 'wearable',
'creation_date': '2017-10-06T00:00:00.000Z',
'image_inventory': 'econ/items/pangolier/pangolier_immortal_musket/pangolier_immortal_musket',
'image_path': 'icons/econ/items/pangolier/pangolier_immortal_musket/pangolier_immortal_musket.a7158795777a091182f1832ac6e853a8ee9d23f2.png',
'item_description': '#DOTA_Item_Desc_Etiennes_Revenge',
'item_name': '#DOTA_Item_Etiennes_Revenge',
'item_rarity': 'immortal',
'item_type_name': None,
'used_by_heroes': 'npc_dota_hero_pangolier'},
{'item_id': 9461,
'name': 'Taunt: Foolish Gallantry',
'prefab': 'taunt',
'creation_date': '2017-09-06T00:00:00.000Z',
'image_inventory': 'econ/taunts/taunt_icon_pangolier_kritter_kartwheel',
'image_path': 'icons/econ/taunts/taunt_icon_pangolier_kritter_kartwheel.cd22742619022a2c5d7e0b06feea31319487c563.png',
'item_description': '#DOTA_Item_Desc_Taunt_Kritter_Kartwheel',
'item_name': '#DOTA_Item_Taunt_Foolish_Gallantry',
'item_rarity': 'immortal',
'item_type_name': None,
'used_by_heroes': 'npc_dota_hero_pangolier'},
{'item_id': 10132,
'name': "Na'Vi's Weaselcrow",
'prefab': 'courier',
'creation_date': None,
'image_inventory': 'econ/courier/navi_courier/navi_courier',
'image_path': 'icons/econ/courier/navi_courier/navi_courier.cbec4fb31e391db6141dbe5c64cc572e0b82d528.png',
'item_description': '#DOTA_Item_Desc_NaVis_Weaselcrow',
'item_name': '#DOTA_Item_NaVis_Weaselcrow',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None},
{'item_id': 11266,
'name': 'The Watcher Below',
'prefab': 'ward',
'creation_date': '2015-03-17T00:00:00.000Z',
'image_inventory': 'econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards',
'image_path': 'icons/econ/items/wards/watcher_below_ward/watcher_below_ward_npc_dota_observer_wards.f297081cfe7c864aa06afce8a621855f9b43dd8b.png',
'item_description': '#DOTA_Item_Desc_The_Watcher_Below_Ward',
'item_name': '#DOTA_Item_The_Watcher_Below',
'item_rarity': 'legendary',
'item_type_name': None,
'used_by_heroes': None}],
'benchmarks': {'gold_per_min': {'raw': 602, 'pct': 0.9133757961783441},
'xp_per_min': {'raw': 661, 'pct': 0.579617834394904},
'kills_per_min': {'raw': 0.553165334972341, 'pct': 0.9949044585987261},
'last_hits_per_min': {'raw': 5.384142593730793, 'pct': 0.5681528662420381},
'hero_damage_per_min': {'raw': 786.4904732636754,
'pct': 0.8140127388535031},
'hero_healing_per_min': {'raw': 47.42470805162877,
'pct': 0.9528662420382161},
'tower_damage': {'raw': 4978, 'pct': 0.9401273885350311},
'stuns_per_min': {'raw': 0.065400276582667, 'pct': 0.18598726114649602},
'lhten': {'raw': 46, 'pct': 0.8239795918367341}}}]
finaldataframe = pd.DataFrame(savedplayer)
finaldataframe
| match_id | player_slot | ability_targets | ability_upgrades_arr | ability_uses | account_id | actions | additional_units | assists | backpack_0 | ... | item_win | item_usage | purchase_ward_observer | purchase_ward_sentry | purchase_tpscroll | actions_per_min | life_state_dead | rank_tier | cosmetics | benchmarks | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6263730714 | 2 | {} | [5237, 5238, 5237, 5239, 5237, 5240, 5237, 523... | {'rattletrap_battery_assault': 25, 'rattletrap... | 107567514 | {'1': 3506, '2': 128, '3': 20, '4': 491, '5': ... | None | 13 | 216 | ... | {'tango': 0, 'flask': 0, 'enchanted_mango': 0,... | {'tango': 1, 'flask': 1, 'enchanted_mango': 1,... | 6.0 | 11.0 | 4.0 | 123 | 173 | 55 | [{'item_id': 7466, 'name': 'Paraflare Cannon',... | {'gold_per_min': {'raw': 246, 'pct': 0.0728155... |
| 1 | 3832919429 | 1 | {'shadow_shaman_ether_shock': {'npc_dota_hero_... | [5080, 5078, 5078, 5080, 5078, 5081, 5078, 507... | {'shadow_shaman_ether_shock': 32, 'shadow_sham... | 107567514 | {'1': 6622, '2': 242, '3': 20, '4': 420, '5': ... | None | 19 | 0 | ... | {'branches': 1, 'clarity': 1, 'tango': 1, 'enc... | {'branches': 1, 'clarity': 1, 'tango': 1, 'enc... | 19.0 | 21.0 | 10.0 | 123 | 766 | 55 | [{'item_id': 8341, 'name': 'Shade of the Spite... | {'gold_per_min': {'raw': 263, 'pct': 0.2100628... |
| 2 | 5959711691 | 131 | {'dark_willow_cursed_crown': {'npc_dota_hero_c... | [6339, 6341, 6341, 6342, 6341, 8340, 6341, 633... | {'dark_willow_bramble_maze': 29, 'dark_willow_... | 107567514 | {'1': 3994, '2': 99, '3': 1, '4': 295, '5': 58... | None | 5 | 0 | ... | {'flask': 0, 'faerie_fire': 0, 'enchanted_mang... | {'flask': 1, 'faerie_fire': 1, 'enchanted_mang... | 3.0 | 6.0 | 3.0 | 137 | 281 | 55 | [{'item_id': 11266, 'name': 'The Watcher Below... | {'gold_per_min': {'raw': 239, 'pct': 0.1249107... |
| 3 | 3389020979 | 129 | None | [5448, 5450, 5450, 5448, 5450, 5452, 5450, 544... | {'rubick_telekinesis': 9, 'rubick_telekinesis_... | 107567514 | {'1': 3095, '2': 78, '3': 1, '4': 222, '5': 36... | None | 6 | 0 | ... | {'ward_observer': 0, 'wind_lace': 0, 'tango': ... | {'ward_observer': 1, 'wind_lace': 1, 'tango': ... | 9.0 | 3.0 | 8.0 | 115 | 345 | 55 | [{'item_id': 8061, 'name': 'Taunt: Giddy Up!',... | {'gold_per_min': {'raw': 265, 'pct': 0.1520390... |
| 4 | 5640143957 | 1 | {'crystal_maiden_frostbite': {'npc_dota_hero_m... | [5126, 5128, 5127, 5128, 5126, 5129, 5126, 512... | {'crystal_maiden_crystal_nova': 58, 'crystal_m... | 107567514 | {'1': 2825, '2': 91, '3': 12, '4': 434, '5': 1... | None | 13 | 8 | ... | {'flask': 0, 'clarity': 0, 'enchanted_mango': ... | {'flask': 1, 'clarity': 1, 'enchanted_mango': ... | 12.0 | 19.0 | NaN | 101 | 329 | 55 | [{'item_id': 9041, 'name': 'Taunt: Making Frie... | {'gold_per_min': {'raw': 293, 'pct': 0.3967696... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 87 | 4997413159 | 1 | {'undying_soul_rip': {'npc_dota_hero_skeleton_... | [5442, 5443, 5444, 5444, 5444, 5447, 5444, 544... | {'undying_decay': 81, 'undying_soul_rip': 49, ... | 107567514 | {'1': 5177, '2': 332, '3': 31, '4': 885, '5': ... | None | 22 | 0 | ... | {'stout_shield': 0, 'enchanted_mango': 0, 'fla... | {'stout_shield': 1, 'enchanted_mango': 1, 'fla... | NaN | NaN | 8.0 | 136 | 391 | 55 | [{'item_id': 7938, 'name': 'Pale Augur', 'pref... | {'gold_per_min': {'raw': 350, 'pct': 0.5009861... |
| 88 | 5816989560 | 4 | {'grimstroke_spirit_walk': {'npc_dota_hero_gri... | [8000, 8007, 8007, 8006, 8000, 6491, 8007, 800... | {'grimstroke_dark_artistry': 67, 'grimstroke_s... | 107567514 | {'1': 5121, '2': 190, '3': 27, '4': 526, '5': ... | None | 22 | 0 | ... | {'flask': 1, 'faerie_fire': 1, 'enchanted_mang... | {'flask': 1, 'faerie_fire': 1, 'enchanted_mang... | 6.0 | 15.0 | 3.0 | 138 | 229 | 55 | [{'item_id': 10132, 'name': 'Na'Vi's Weaselcro... | {'gold_per_min': {'raw': 330, 'pct': 0.5488902... |
| 89 | 5347573529 | 128 | {} | [6344, 7307, 6344, 7307, 6344, 6343, 6344, 730... | {'pangolier_swashbuckle': 120, 'pangolier_gyro... | 107567514 | {'1': 6064, '2': 241, '3': 124, '4': 976, '5':... | None | 19 | 21 | ... | {'quelling_blade': 0, 'tango': 0, 'enchanted_m... | {'quelling_blade': 1, 'tango': 1, 'enchanted_m... | NaN | NaN | 12.0 | 155 | 502 | 55 | [{'item_id': 9208, 'name': 'Etienne's Revenge'... | {'gold_per_min': {'raw': 493, 'pct': 0.6191082... |
| 90 | 5849386592 | 0 | {'ancient_apparition_cold_feet': {'npc_dota_he... | [5347, 5345, 5346, 5347, 5347, 5348, 5347, 534... | {'ancient_apparition_ice_vortex': 40, 'ancient... | 107567514 | {'1': 2440, '2': 113, '3': 6, '4': 357, '5': 7... | None | 17 | 0 | ... | {'flask': 1, 'faerie_fire': 1, 'enchanted_mang... | {'flask': 1, 'faerie_fire': 1, 'enchanted_mang... | 6.0 | 7.0 | 3.0 | 130 | 136 | 55 | [{'item_id': 7462, 'name': 'Shatterblast Crown... | {'gold_per_min': {'raw': 348, 'pct': 0.6613039... |
| 91 | 5352300834 | 132 | {} | [6344, 7307, 6344, 7307, 6344, 6343, 6344, 730... | {'pangolier_swashbuckle': 69, 'pangolier_gyros... | 107567514 | {'1': 3320, '2': 205, '3': 40, '4': 604, '5': ... | None | 19 | 0 | ... | {'quelling_blade': 1, 'slippers': 1, 'circlet'... | {'quelling_blade': 1, 'slippers': 1, 'circlet'... | 1.0 | 1.0 | 3.0 | 177 | 52 | 55 | [{'item_id': 9208, 'name': 'Etienne's Revenge'... | {'gold_per_min': {'raw': 602, 'pct': 0.9133757... |
92 rows × 137 columns
Good Work! We are now almost done with some of the biggest data wrangling portion. Lets replace some NaN values with 0s along with bringing our previously computed win/loss back in.
finaldataframe['purchase_ward_sentry'] = finaldataframe['purchase_ward_sentry'].fillna(0)
finaldataframe['purchase_ward_observer'] = finaldataframe['purchase_ward_observer'].fillna(0)
finaldataframe['result'] = "loss"
for index, row in finaldataframe.iterrows():
if allmatchdf.loc[allmatchdf['match_id'] == row['match_id']].iloc[0]['result'] == "win":
finaldataframe.at[index,'result'] = "win"
Lets graph some more complex data with our newly wrangled Data.
Vision is a crucial part to any Dota match. Playing in the dark can be painful, but do the numbers tell the same story?
#cases = ["winsent","winobs","losssent","lossobs"]
cases = [0,1,2,3]
visionperwins = [finaldataframe[finaldataframe.result == "win"]["purchase_ward_sentry"].values,
finaldataframe[finaldataframe.result == "win"]["purchase_ward_observer"].values,
finaldataframe[finaldataframe.result == "loss"]["purchase_ward_sentry"].values,
finaldataframe[finaldataframe.result == "loss"]["purchase_ward_observer"].values]
import math
clean = []
for row in visionperwins:
clean.append([x for x in row if math.isnan(x) == False])
import matplotlib.pyplot as plt
fig, axes = plt.subplots()
axes.violinplot(clean,cases,widths=.5,showmeans=True)
axes.set_xlabel("Match Result")
axes.set_ylabel("Purchased")
axes.set_title("Vision purchase affecting Win/Loss")
Text(0.5, 1.0, 'Vision purchase affecting Win/Loss')
From this violin plot alone, we can hardly say vision matters. An interesting observation. Lets try to back it up.
Much like Valve's already implemented dota plus win predictor, we can create our own ML model using different parameters to determine an outcome.
Lets start by predicting win/loss based off of vision like we previously did. We will need a dummy variable for winloss.
finaldataframe['dummywin'] = 0
for index, row in finaldataframe.iterrows():
if row['result'] == "win":
finaldataframe.at[index,'dummywin'] = 1
For the following Linear Regression Models we will be using stasmodel ols. Lets see if a linear model confirms out hypothesis. https://www.statsmodels.org/stable/index.html
from statsmodels.formula.api import ols
mod = ols("dummywin ~ purchase_ward_sentry + purchase_ward_observer", data=finaldataframe)
res = mod.fit()
print(res.summary())
OLS Regression Results
==============================================================================
Dep. Variable: dummywin R-squared: 0.001
Model: OLS Adj. R-squared: -0.021
Method: Least Squares F-statistic: 0.04750
Date: Sun, 19 Dec 2021 Prob (F-statistic): 0.954
Time: 18:53:41 Log-Likelihood: -65.934
No. Observations: 92 AIC: 137.9
Df Residuals: 89 BIC: 145.4
Df Model: 2
Covariance Type: nonrobust
==========================================================================================
coef std err t P>|t| [0.025 0.975]
------------------------------------------------------------------------------------------
Intercept 0.4260 0.079 5.415 0.000 0.270 0.582
purchase_ward_sentry 0.0042 0.014 0.302 0.763 -0.023 0.032
purchase_ward_observer -0.0047 0.021 -0.231 0.817 -0.046 0.036
==============================================================================
Omnibus: 866.576 Durbin-Watson: 2.440
Prob(Omnibus): 0.000 Jarque-Bera (JB): 15.288
Skew: 0.262 Prob(JB): 0.000479
Kurtosis: 1.073 Cond. No. 20.2
==============================================================================
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
Much like our previous graph we can see that surprisingly enough ward purchases don't have a massive impact on the result of the game. So much so that neither of the variables, nor the interaction is statistically significant.
for col in finaldataframe.columns:
print(col)
match_id player_slot ability_targets ability_upgrades_arr ability_uses account_id actions additional_units assists backpack_0 backpack_1 backpack_2 backpack_3 buyback_log camps_stacked connection_log creeps_stacked damage damage_inflictor damage_inflictor_received damage_taken damage_targets deaths denies dn_t firstblood_claimed gold gold_per_min gold_reasons gold_spent gold_t hero_damage hero_healing hero_hits hero_id item_0 item_1 item_2 item_3 item_4 item_5 item_neutral item_uses kill_streaks killed killed_by kills kills_log lane_pos last_hits leaver_status level lh_t life_state max_hero_hit multi_kills net_worth obs obs_left_log obs_log obs_placed party_id party_size performance_others permanent_buffs pings pred_vict purchase purchase_log randomed repicked roshans_killed rune_pickups runes runes_log sen sen_left_log sen_log sen_placed stuns teamfight_participation times tower_damage towers_killed xp_per_min xp_reasons xp_t personaname name last_login radiant_win start_time duration cluster lobby_type game_mode is_contributor patch region isRadiant win lose total_gold total_xp kills_per_min kda abandons neutral_kills tower_kills courier_kills lane_kills hero_kills observer_kills sentry_kills roshan_kills necronomicon_kills ancient_kills buyback_count observer_uses sentry_uses lane_efficiency lane_efficiency_pct lane lane_role is_roaming purchase_time first_purchase_time item_win item_usage purchase_ward_observer purchase_ward_sentry purchase_tpscroll actions_per_min life_state_dead rank_tier cosmetics benchmarks result dummywin
Lets explore some more variables. Feel free to try out other ones too that you are curious about.
mod = ols("dummywin ~ kills + assists + deaths", data=finaldataframe)
res = mod.fit()
print(res.summary())
OLS Regression Results
==============================================================================
Dep. Variable: dummywin R-squared: 0.362
Model: OLS Adj. R-squared: 0.341
Method: Least Squares F-statistic: 16.68
Date: Sun, 19 Dec 2021 Prob (F-statistic): 1.16e-08
Time: 18:53:26 Log-Likelihood: -45.276
No. Observations: 92 AIC: 98.55
Df Residuals: 88 BIC: 108.6
Df Model: 3
Covariance Type: nonrobust
==============================================================================
coef std err t P>|t| [0.025 0.975]
------------------------------------------------------------------------------
Intercept 0.3048 0.118 2.585 0.011 0.070 0.539
kills 0.0194 0.012 1.633 0.106 -0.004 0.043
assists 0.0320 0.006 5.006 0.000 0.019 0.045
deaths -0.0509 0.011 -4.568 0.000 -0.073 -0.029
==============================================================================
Omnibus: 7.519 Durbin-Watson: 2.199
Prob(Omnibus): 0.023 Jarque-Bera (JB): 3.785
Skew: 0.263 Prob(JB): 0.151
Kurtosis: 2.157 Cond. No. 48.2
==============================================================================
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
This is very intuitive as well. We see assists and deaths mattering a lot. But kills not as much which makes sense for our support player.
In a game like dota, arguably one of the most important factors is the hero you play. While we could just look at hero winrate, that is boring, so lets make a model based off of hero-id
mod = ols("dummywin ~ C(hero_id)", data=finaldataframe)
res = mod.fit()
print(res.summary())
OLS Regression Results
==============================================================================
Dep. Variable: dummywin R-squared: 0.368
Model: OLS Adj. R-squared: -0.105
Method: Least Squares F-statistic: 0.7775
Date: Sun, 19 Dec 2021 Prob (F-statistic): 0.792
Time: 18:29:37 Log-Likelihood: -44.851
No. Observations: 92 AIC: 169.7
Df Residuals: 52 BIC: 270.6
Df Model: 39
Covariance Type: nonrobust
=====================================================================================
coef std err t P>|t| [0.025 0.975]
-------------------------------------------------------------------------------------
Intercept 0.5000 0.371 1.349 0.183 -0.244 1.244
C(hero_id)[T.6] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.8] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.14] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.15] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.26] 0.1667 0.478 0.348 0.729 -0.793 1.127
C(hero_id)[T.27] -0.1667 0.428 -0.390 0.698 -1.025 0.692
C(hero_id)[T.30] 1.055e-15 0.454 2.32e-15 1.000 -0.911 0.911
C(hero_id)[T.31] -0.1667 0.478 -0.348 0.729 -1.127 0.793
C(hero_id)[T.37] 0.5000 0.524 0.954 0.344 -0.552 1.552
C(hero_id)[T.47] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.48] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.49] -0.5000 0.524 -0.954 0.344 -1.552 0.552
C(hero_id)[T.51] -0.5000 0.524 -0.954 0.344 -1.552 0.552
C(hero_id)[T.57] 1.612e-15 0.524 3.08e-15 1.000 -1.052 1.052
C(hero_id)[T.60] 0.5000 0.524 0.954 0.344 -0.552 1.552
C(hero_id)[T.62] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.64] -0.1000 0.438 -0.228 0.820 -0.980 0.780
C(hero_id)[T.68] 6.106e-16 0.454 1.35e-15 1.000 -0.911 0.911
C(hero_id)[T.69] 1.332e-15 0.524 2.54e-15 1.000 -1.052 1.052
C(hero_id)[T.71] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.81] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.83] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.84] -0.0714 0.420 -0.170 0.866 -0.915 0.772
C(hero_id)[T.85] -0.1667 0.478 -0.348 0.729 -1.127 0.793
C(hero_id)[T.86] -0.1667 0.478 -0.348 0.729 -1.127 0.793
C(hero_id)[T.96] -0.5000 0.524 -0.954 0.344 -1.552 0.552
C(hero_id)[T.101] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.108] -0.5000 0.478 -1.045 0.301 -1.460 0.460
C(hero_id)[T.110] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.111] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.113] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.114] -0.5000 0.642 -0.779 0.440 -1.788 0.788
C(hero_id)[T.119] -0.5000 0.524 -0.954 0.344 -1.552 0.552
C(hero_id)[T.120] -2.22e-16 0.524 -4.24e-16 1.000 -1.052 1.052
C(hero_id)[T.121] 0.1000 0.438 0.228 0.820 -0.780 0.980
C(hero_id)[T.123] 0.1667 0.478 0.348 0.729 -0.793 1.127
C(hero_id)[T.128] 1.221e-15 0.428 2.85e-15 1.000 -0.859 0.859
C(hero_id)[T.129] 0.5000 0.642 0.779 0.440 -0.788 1.788
C(hero_id)[T.135] 0.5000 0.642 0.779 0.440 -0.788 1.788
==============================================================================
Omnibus: 26.336 Durbin-Watson: 2.290
Prob(Omnibus): 0.000 Jarque-Bera (JB): 5.647
Skew: 0.162 Prob(JB): 0.0594
Kurtosis: 1.830 Cond. No. 44.4
==============================================================================
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
Without a staggering winrate on any hero, a linear regression model will never show that one hero is more significant than the other. Since most hero winrates average around 50% on this account, the linear regression model sees them as very insignificant.
Lets try a super broad attack to see if we can discover any unexpected information.
for col in finaldataframe.columns:
print(col)
match_id player_slot ability_targets ability_upgrades_arr ability_uses account_id actions additional_units assists backpack_0 backpack_1 backpack_2 backpack_3 buyback_log camps_stacked connection_log creeps_stacked damage damage_inflictor damage_inflictor_received damage_taken damage_targets deaths denies dn_t firstblood_claimed gold gold_per_min gold_reasons gold_spent gold_t hero_damage hero_healing hero_hits hero_id item_0 item_1 item_2 item_3 item_4 item_5 item_neutral item_uses kill_streaks killed killed_by kills kills_log lane_pos last_hits leaver_status level lh_t life_state max_hero_hit multi_kills net_worth obs obs_left_log obs_log obs_placed party_id party_size performance_others permanent_buffs pings pred_vict purchase purchase_log randomed repicked roshans_killed rune_pickups runes runes_log sen sen_left_log sen_log sen_placed stuns teamfight_participation times tower_damage towers_killed xp_per_min xp_reasons xp_t personaname name last_login radiant_win start_time duration cluster lobby_type game_mode is_contributor patch region isRadiant win lose total_gold total_xp kills_per_min kda abandons neutral_kills tower_kills courier_kills lane_kills hero_kills observer_kills sentry_kills roshan_kills necronomicon_kills ancient_kills buyback_count observer_uses sentry_uses lane_efficiency lane_efficiency_pct lane lane_role is_roaming purchase_time first_purchase_time item_win item_usage purchase_ward_observer purchase_ward_sentry purchase_tpscroll actions_per_min life_state_dead rank_tier cosmetics benchmarks result dummywin
Additionally, note that descriptions for these tags can be found here http://sharonkuo.me/dota2/matchdetails.html
mod = ols("dummywin ~ camps_stacked + gold_per_min + hero_damage + hero_healing + pings + actions_per_min", data=finaldataframe)
res = mod.fit()
print(res.summary())
OLS Regression Results
==============================================================================
Dep. Variable: dummywin R-squared: 0.260
Model: OLS Adj. R-squared: 0.204
Method: Least Squares F-statistic: 4.626
Date: Sun, 19 Dec 2021 Prob (F-statistic): 0.000446
Time: 20:03:53 Log-Likelihood: -48.884
No. Observations: 86 AIC: 111.8
Df Residuals: 79 BIC: 128.9
Df Model: 6
Covariance Type: nonrobust
===================================================================================
coef std err t P>|t| [0.025 0.975]
-----------------------------------------------------------------------------------
Intercept -0.1843 0.341 -0.540 0.590 -0.863 0.495
camps_stacked -0.1091 0.056 -1.953 0.054 -0.220 0.002
gold_per_min 0.0032 0.001 4.467 0.000 0.002 0.005
hero_damage -2.477e-05 8.19e-06 -3.026 0.003 -4.11e-05 -8.48e-06
hero_healing 2.503e-05 1.54e-05 1.626 0.108 -5.61e-06 5.57e-05
pings -0.0015 0.003 -0.463 0.645 -0.008 0.005
actions_per_min 6.385e-05 0.002 0.026 0.979 -0.005 0.005
==============================================================================
Omnibus: 14.497 Durbin-Watson: 2.553
Prob(Omnibus): 0.001 Jarque-Bera (JB): 4.161
Skew: 0.112 Prob(JB): 0.125
Kurtosis: 1.946 Cond. No. 1.12e+05
==============================================================================
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 1.12e+05. This might indicate that there are
strong multicollinearity or other numerical problems.
GPM, hero dmg, healing, all make sense. They're important and you're doing them more if you're winning. Something to possibly note is the significance of stacking camps. It is significant HOWEVER, it has a negative weight, implying it is actually worse.
Another thing which is interesting is the amount of pinging is not relevant. Some may be surprised by this and some may not.
A more intuitive way to create a predictive model would be with a decision tree and random forest. Since we had to use a dummy var for win/loss is may be slightly skewing all of our results.
Lets grab some features that we believe are good indicators. We will be using SKLearn to build these models. https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html
from sklearn.tree import DecisionTreeClassifier # Import Decision Tree Classifier
from sklearn.model_selection import train_test_split # Import train_test_split function
from sklearn import metrics #Import scikit-learn metrics module for accuracy calculation
feature_cols = ['camps_stacked', 'gold_per_min', 'hero_damage', 'hero_healing','deaths','assists']
X = finaldataframe[feature_cols] # Features
y = finaldataframe.result # Target variable
Method is based off guide here(https://www.datacamp.com/community/tutorials/decision-tree-classification-python)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=1) # 70% training and 30% test
We will be using a 70/30 holdout validation to assess accuracy
# Create Decision Tree classifer object
clf = DecisionTreeClassifier()
# Train Decision Tree Classifer
clf = clf.fit(X_train,y_train)
#Predict the response for test dataset
y_pred = clf.predict(X_test)
# Model Accuracy, how often is the classifier correct?
print("Accuracy:",metrics.accuracy_score(y_test, y_pred))
Accuracy: 0.75
clf.get_params()
{'ccp_alpha': 0.0,
'class_weight': None,
'criterion': 'gini',
'max_depth': None,
'max_features': None,
'max_leaf_nodes': None,
'min_impurity_decrease': 0.0,
'min_impurity_split': None,
'min_samples_leaf': 1,
'min_samples_split': 2,
'min_weight_fraction_leaf': 0.0,
'random_state': None,
'splitter': 'best'}
The decision tree has given us a medium accuracy when holdout validation is used. Next lets compare to a random forest. Additionally, we used all default params/hyperparams.
75% accuracy is decent considering how much variation there is between these values between games
Next up we will try a random forrest. Hypothetically, this should become more accurate. https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
from sklearn.ensemble import RandomForestClassifier
# Create Decision Tree classifer object
rclf = RandomForestClassifier()
# Train Decision Tree Classifer
rclf = rclf.fit(X_train,y_train)
#Predict the response for test dataset
ry_pred = rclf.predict(X_test)
# Model Accuracy, how often is the classifier correct?
print("Accuracy:",metrics.accuracy_score(y_test, ry_pred))
Accuracy: 0.8571428571428571
We will use the same 70-30 holdout validation here again to get an even higher accuracy.
rclf.get_params()
{'bootstrap': True,
'ccp_alpha': 0.0,
'class_weight': None,
'criterion': 'gini',
'max_depth': None,
'max_features': 'auto',
'max_leaf_nodes': None,
'max_samples': None,
'min_impurity_decrease': 0.0,
'min_impurity_split': None,
'min_samples_leaf': 1,
'min_samples_split': 2,
'min_weight_fraction_leaf': 0.0,
'n_estimators': 100,
'n_jobs': None,
'oob_score': False,
'random_state': None,
'verbose': 0,
'warm_start': False}
As expected the random forest is better, but a 10% increase is very significant and makes sense considering what we mentioned earlier. Each dota game is very different and hard to classify purely off of 6-7 stats
Now that we've covered how to collect, wrangle, and analyze data, we need to draw some conclusions about what we've seen. In the case of this tutorial, we covered a wide variety of stats and either confirmed or rejected if they were relevant on the outcome of the game. In your case, you may be curious about other factors and interpret the results differently.
For example, stacking_camps ended up being relevant by our linear model. This isn't too unexpected, but the fact that it had a negative weight is. This implies that for some reason, the player in question is hurting themself by stacking camps. Why is that? Could it be because the enemy team is able to take the stacks before you are? Are your stacks getting stolen? Is it because you're leaving to stack at the wrong time and its hurting your team more than helping?
All these questions are productive and will help make you a better player. They will allow you to discover and improve on traits you may not have even questioned.
Looking forward, there are endless possibilities on how to use the DotaAPI to collect and analyze data. Another interesting factor might be chatlogs. I avoided them in this tutorial as they can be pretty toxic but how does chatting affect your gameplay? Are you losing more when you chat more? Are there certain words you say when you're losing?
Overall, the possibilities are endless and its up to you how you want to use this information. Remember, its important to follow a semi-rigid process of collect, wrangle, analyze, reflect.
Thank you for reading my tutorial. I hope you found it interesting and informative. If you have any questions or would simply like to learn more, feel free to contact me at jack.maiorino@gmail.com